From 7c3c8d373a4cca5191449e51fc061fd33a87f4e4 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Fri, 8 Sep 2023 18:38:18 -0700
Subject: [PATCH 01/17] feat: add multiple save for redis registry

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 dump.rdb                                |  Bin 0 -> 170113 bytes
 examples/multi_udf/src/udf/inference.py |    2 +-
 numalogic/config/_config.py             |    4 +-
 numalogic/connectors/druid.py           |    2 +-
 numalogic/registry/redis_registry.py    |   81 +-
 numalogic/udfs/entities.py              |    3 +
 numalogic/udfs/inference.py             |   52 +-
 numalogic/udfs/tools.py                 |   38 +-
 numalogic/udfs/trainer.py               |   94 +-
 poetry.lock                             | 1231 +++++++++++++----------
 pyproject.toml                          |    2 +-
 tests/registry/test_redis_registry.py   |   14 +-
 tests/udfs/test_inference.py            |    6 +-
 tests/udfs/test_postprocess.py          |   11 +-
 tests/udfs/utility.py                   |   14 +-
 15 files changed, 924 insertions(+), 630 deletions(-)
 create mode 100644 dump.rdb

diff --git a/dump.rdb b/dump.rdb
new file mode 100644
index 0000000000000000000000000000000000000000..de02a76c32697f8862e912041f2748274ba47219
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HcmV?d00001

diff --git a/examples/multi_udf/src/udf/inference.py b/examples/multi_udf/src/udf/inference.py
index 179e4b73..17dd8a23 100644
--- a/examples/multi_udf/src/udf/inference.py
+++ b/examples/multi_udf/src/udf/inference.py
@@ -61,7 +61,7 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
             LOGGER.info("%s - Inference complete", payload.uuid)
         else:
             # If model not found, set status as not found
-            LOGGER.warning("%s - Model not found", payload.uuid)
+            LOGGER.exception("%s - Model not found", payload.uuid)
             payload.is_artifact_valid = False
 
         # Convert Payload back to bytes and conditional forward to threshold vertex
diff --git a/numalogic/config/_config.py b/numalogic/config/_config.py
index cd33d484..e9059637 100644
--- a/numalogic/config/_config.py
+++ b/numalogic/config/_config.py
@@ -83,7 +83,9 @@ class TrainerConf:
 class NumalogicConf:
     """Top level config schema for numalogic."""
 
-    model: ModelInfo = field(default_factory=ModelInfo)
+    model: ModelInfo = field(
+        default_factory=lambda: ModelInfo(name="VanillaAE", conf={"n_features": 2, "seq_len": 10})
+    )
     trainer: TrainerConf = field(default_factory=TrainerConf)
     preprocess: list[ModelInfo] = field(default_factory=list)
     threshold: ModelInfo = field(default_factory=lambda: ModelInfo(name="StdDevThreshold"))
diff --git a/numalogic/connectors/druid.py b/numalogic/connectors/druid.py
index 9e329259..7bf3ea1d 100644
--- a/numalogic/connectors/druid.py
+++ b/numalogic/connectors/druid.py
@@ -48,7 +48,7 @@ def fetch_data(
 
         end_dt = datetime.now(pytz.utc)
         start_dt = end_dt - timedelta(hours=hours)
-        intervals = f"{start_dt.isoformat()}/{end_dt.isoformat()}"
+        intervals = [f"{start_dt.isoformat()}/{end_dt.isoformat()}"]
 
         params = {
             "datasource": datasource,
diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index 9ef98e34..e0369403 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -33,6 +33,8 @@ class RedisRegistry(ArtifactManager):
         client: Take in the redis client already established/created
         ttl: Total Time to Live (in seconds) for the key when saving in redis (dafault = 604800)
         cache_registry: Cache registry to use (default = None).
+        transactional: Flag to indicate if the registry should be transactional or
+        not (default = False).
 
     Examples
     --------
@@ -48,18 +50,20 @@ class RedisRegistry(ArtifactManager):
     >>> loaded_artifact = registry.load(skeys, dkeys)
     """
 
-    __slots__ = ("client", "ttl", "cache_registry")
+    __slots__ = ("client", "ttl", "cache_registry", "transactional")
 
     def __init__(
         self,
         client: redis_client_t,
         ttl: int = 604800,
         cache_registry: Optional[ArtifactCache] = None,
+        transactional: bool = True,
     ):
         super().__init__("")
         self.client = client
         self.ttl = ttl
         self.cache_registry = cache_registry
+        self.transactional = transactional
 
     @staticmethod
     def construct_key(skeys: KEYS, dkeys: KEYS) -> str:
@@ -171,6 +175,7 @@ def __load_latest_artifact(self, key: str) -> tuple[ArtifactData, bool]:
 
     def __load_version_artifact(self, version: str, key: str) -> ArtifactData:
         model_key = self.__construct_version_key(key, version)
+        print(model_key)
         if not self.client.exists(model_key):
             raise ModelKeyNotFound("Could not find model key with key: %s" % model_key)
         return self.__get_artifact_data(
@@ -178,7 +183,7 @@ def __load_version_artifact(self, version: str, key: str) -> ArtifactData:
         )
 
     def __save_artifact(
-        self, pipe, artifact: artifact_t, metadata: META_T, key: KEYS, version: str
+        self, pipe, artifact: artifact_t, key: KEYS, version: str, **metadata: META_T
     ) -> str:
         new_version_key = self.__construct_version_key(key, version)
         latest_key = self.__construct_latest_key(key)
@@ -210,6 +215,8 @@ def load(
          is needed to load the respective artifact.
 
          If cache registry is provided, it will first check the cache registry for the artifact.
+         If latest is passed, latest key is saved otherwise version call saves the respective
+         version artifact in cache.
 
         Args:
         ----
@@ -239,7 +246,15 @@ def load(
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
         else:
-            if (not is_cached) and latest:
+            if not is_cached:
+                if latest:
+                    _LOGGER.info("Saving %s, in cache as %s", self.__construct_latest_key(key), key)
+                else:
+                    _LOGGER.info(
+                        "Saving %s,  in cache as %s",
+                        self.__construct_version_key(key, version),
+                        key,
+                    )
                 self._save_in_cache(key, artifact_data)
             return artifact_data
 
@@ -248,6 +263,7 @@ def save(
         skeys: KEYS,
         dkeys: KEYS,
         artifact: artifact_t,
+        pipe=None,
         **metadata: META_VT,
     ) -> Optional[str]:
         """Saves the artifact into redis registry and updates version.
@@ -275,10 +291,16 @@ def save(
                 _LOGGER.debug("Latest key: %s exists for the model", latest_key)
                 version_key = self.client.get(name=latest_key)
                 version = int(self.get_version(version_key.decode())) + 1
-            with self.client.pipeline() as pipe:
-                new_version_key = self.__save_artifact(pipe, artifact, metadata, key, str(version))
-                pipe.expire(name=new_version_key, time=self.ttl)
-                pipe.execute()
+            redis_pipe = (
+                self.client.pipeline(transaction=self.transactional) if pipe is None else pipe
+            )
+            new_version_key = self.__save_artifact(
+                pipe=redis_pipe, artifact=artifact, key=key, version=str(version), **metadata
+            )
+            redis_pipe.expire(name=new_version_key, time=self.ttl)
+            # if pipe is None:
+            #     print(redis_pipe.command_stack)
+            #     redis_pipe.execute()
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
         else:
@@ -338,3 +360,48 @@ def is_artifact_stale(artifact_data: ArtifactData, freq_hr: int) -> bool:
             raise RedisRegistryError("Error fetching timestamp information") from err
         stale_ts = (datetime.now() - timedelta(hours=freq_hr)).timestamp()
         return stale_ts > artifact_ts
+
+    def save_multiple(
+        self,
+        skeys: KEYS,
+        list_dkeys: list[KEYS],
+        list_artifacts: list[artifact_t],
+        **metadata: META_VT,
+    ):
+        """
+        Saves multiple artifacts into redis registry. The last save stores all the
+        artifact versions in the metadata.
+
+        Args:
+        ----
+            skeys: static key fields as list/tuple of strings
+            list_dkeys: list of dynamic key fields as list/tuple of strings
+            list_artifacts: list of primary artifacts to be saved
+            metadata: additional metadata surrounding the artifact that needs to be saved.
+        """
+        dict_model_ver = {}
+        try:
+            with self.client.pipeline(transaction=self.transactional) as pipe:
+                pipe.multi()
+                for count, (key, artifact) in enumerate(zip(list_dkeys, list_artifacts)):
+                    if count == len(list_artifacts) - 1:
+                        self.save(
+                            skeys=skeys,
+                            dkeys=key,
+                            artifact=artifact,
+                            pipe=pipe,
+                            artifact_versions=dict_model_ver,
+                            **metadata,
+                        )
+                        break
+                    dict_model_ver = {
+                        ":".join(key): self.save(
+                            skeys=skeys, dkeys=key, artifact=artifact, pipe=pipe, **metadata
+                        )
+                    }
+                pipe.execute()
+            _LOGGER.info("Successfully saved all the artifacts with: %s", dict_model_ver)
+        except RedisError as err:
+            raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
+        else:
+            return dict_model_ver
diff --git a/numalogic/udfs/entities.py b/numalogic/udfs/entities.py
index ba4f75bd..4044e6e5 100644
--- a/numalogic/udfs/entities.py
+++ b/numalogic/udfs/entities.py
@@ -81,6 +81,9 @@ def get_data(self, original=False) -> npt.NDArray[float]:
     def get_metadata(self, key: str) -> dict[str, Any]:
         return copy(self.metadata[key])
 
+    def add_metadata(self, data: dict[str, Any]):
+        self.metadata.update(data)
+
     def __str__(self) -> str:
         return (
             f'"StreamPayload(header={self.header}, status={self.status}, '
diff --git a/numalogic/udfs/inference.py b/numalogic/udfs/inference.py
index c34bab18..44630dba 100644
--- a/numalogic/udfs/inference.py
+++ b/numalogic/udfs/inference.py
@@ -11,11 +11,12 @@
 from pynumaflow.function import Messages, Datum, Message
 
 from numalogic.registry import RedisRegistry, LocalLRUCache, ArtifactData
-from numalogic.tools.exceptions import RedisRegistryError, ModelKeyNotFound, ConfigNotFoundError
+from numalogic.tools.exceptions import ConfigNotFoundError
 from numalogic.tools.types import artifact_t, redis_client_t
 from numalogic.udfs._base import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import StreamPayload, Header, Status
+from numalogic.udfs.tools import _load_model
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -111,8 +112,12 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # Forward payload if a training request is tagged
         if payload.header == Header.TRAIN_REQUEST:
             return Messages(Message(keys=keys, value=payload.to_json()))
-
-        artifact_data = self.load_artifact(keys, payload)
+        artifact_data = _load_model(
+            skeys=keys,
+            dkeys=[self.get_conf(payload.config_id).numalogic_conf.model.name],
+            payload=payload,
+            model_registry=self.model_registry,
+        )
 
         # TODO: revisit retraining logic
         # Send training request if artifact loading is not successful
@@ -162,47 +167,6 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         )
         return Messages(Message(keys=keys, value=payload.to_json()))
 
-    def load_artifact(self, keys: list[str], payload: StreamPayload) -> Optional[ArtifactData]:
-        """
-        Load inference artifact from the registry.
-
-        Args:
-            keys: List of keys
-            payload: StreamPayload object
-
-        Returns
-        -------
-            ArtifactData instance
-        """
-        _conf = self.get_conf(payload.config_id).numalogic_conf
-        try:
-            artifact_data = self.model_registry.load(
-                skeys=keys,
-                dkeys=[_conf.model.name],
-            )
-        except ModelKeyNotFound:
-            _LOGGER.warning(
-                "%s - Model key not found for Keys: %s, Metric: %s",
-                payload.uuid,
-                payload.composite_keys,
-                payload.metrics,
-            )
-            return None
-        except RedisRegistryError:
-            _LOGGER.exception(
-                "%s - Error while fetching inference artifact, Keys: %s, Metric: %s",
-                payload.uuid,
-                payload.composite_keys,
-                payload.metrics,
-            )
-            return None
-        _LOGGER.info(
-            "%s - Loaded artifact data from %s",
-            payload.uuid,
-            artifact_data.extras.get("source"),
-        )
-        return artifact_data
-
     def is_model_stale(self, artifact_data: ArtifactData, payload: StreamPayload) -> bool:
         """
         Check if the inference artifact is stale.
diff --git a/numalogic/udfs/tools.py b/numalogic/udfs/tools.py
index 04515a6c..ad831bc6 100644
--- a/numalogic/udfs/tools.py
+++ b/numalogic/udfs/tools.py
@@ -1,4 +1,5 @@
 import logging
+from dataclasses import replace
 from typing import Optional
 
 import numpy as np
@@ -81,19 +82,20 @@ def _load_model(
     artifact_t object
 
     """
+    version_to_load = "-1"
+    str_dkeys = ":".join(dkeys)
+    if payload.metadata and "artifact_versions" in payload.metadata:
+        version_to_load = payload.metadata["artifact_versions"][str_dkeys]
     try:
-        artifact = model_registry.load(skeys, dkeys)
-        _LOGGER.info(
-            "%s - Loaded Model. Source: %s , version: %s, Keys: %s, %s",
-            payload.uuid,
-            artifact.extras.get("source"),
-            artifact.extras.get("version"),
-            skeys,
-            dkeys,
-        )
+        if version_to_load == -1:
+            artifact = model_registry.load(skeys=skeys, dkeys=dkeys)
+        else:
+            artifact = model_registry.load(
+                skeys=skeys, dkeys=dkeys, latest=False, version=version_to_load
+            )
     except RedisRegistryError:
         _LOGGER.exception(
-            "%s - Error while fetching preproc artifact, Keys: %s, Metrics: %s",
+            "%s - Error while fetching artifact, Keys: %s, Metrics: %s",
             payload.uuid,
             skeys,
             payload.metrics,
@@ -109,4 +111,20 @@ def _load_model(
         )
         return None
     else:
+        _LOGGER.info(
+            "%s - Loaded Model. Source: %s , version: %s, Keys: %s, %s",
+            payload.uuid,
+            artifact.extras.get("source"),
+            artifact.extras.get("version"),
+            skeys,
+            dkeys,
+        )
+        if artifact.metadata and "artifact_versions" in artifact.metadata:
+            replace(
+                payload,
+                metadata={
+                    "artifact_versions": artifact.metadata["artifact_versions"],
+                    **payload.metadata,
+                },
+            )
         return artifact
diff --git a/numalogic/udfs/trainer.py b/numalogic/udfs/trainer.py
index a5f3a0ea..d5c2fe68 100644
--- a/numalogic/udfs/trainer.py
+++ b/numalogic/udfs/trainer.py
@@ -19,12 +19,11 @@
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import ConfigNotFoundError, RedisRegistryError
-from numalogic.tools.types import redis_client_t, artifact_t
+from numalogic.tools.types import redis_client_t, artifact_t, KEYS
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import TrainerPayload
 
-
 _LOGGER = logging.getLogger(__name__)
 
 
@@ -193,25 +192,31 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
 
         # Save artifacts
         # TODO perform multi-save here
-        self.save_artifact(
-            artifacts["preproc_clf"],
-            skeys=payload.composite_keys,
-            dkeys=[_conf.name for _conf in _conf.numalogic_conf.preprocess],
-            uuid=payload.uuid,
-        )
-        self.save_artifact(
-            artifacts["model"],
-            skeys=payload.composite_keys,
-            dkeys=[_conf.numalogic_conf.model.name],
-            uuid=payload.uuid,
-            train_size=x_train.shape[0],
-        )
-        self.save_artifact(
-            artifacts["threshold_clf"],
-            skeys=payload.composite_keys,
-            dkeys=[_conf.numalogic_conf.threshold.name],
-            uuid=payload.uuid,
+        skeys = payload.composite_keys
+
+        preproc_dkeys = [_conf.name for _conf in _conf.numalogic_conf.preprocess]
+        model_dkeys = [_conf.numalogic_conf.model.name]
+        thresh_dkeys = [_conf.numalogic_conf.threshold.name]
+
+        # Save in reverse order so that version info is stored for other models in the
+        # metadata of first model
+        list_artifacts = [artifacts["threshold_clf"], artifacts["model"], artifacts["preproc_clf"]]
+        list_dkeys = [thresh_dkeys, preproc_dkeys, model_dkeys]
+        list_dkeys_save, list_artifacts_save = self.artifacts_to_save(
+            list_dkeys=list_dkeys, list_artifacts=list_artifacts
         )
+        try:
+            ver_dict = self.model_registry.save_multiple(
+                skeys=skeys,
+                list_dkeys=list_dkeys_save,
+                list_artifacts=list_artifacts_save,
+                uuid=payload.uuid,
+                train_size=x_train.shape[0],
+            )
+        except RedisRegistryError:
+            _LOGGER.exception("%s - Error while saving Model with skeys: %s", payload.uuid, skeys)
+        else:
+            _LOGGER.info("%s - Artifact saved with with versions: %s", payload.uuid, ver_dict)
 
         _LOGGER.debug(
             "%s - Time taken in trainer: %.4f sec", payload.uuid, time.perf_counter() - _start_time
@@ -231,39 +236,32 @@ def _construct_preproc_clf(_conf: StreamConf) -> Optional[artifact_t]:
             return preproc_clfs[0]
         return make_pipeline(*preproc_clfs)
 
-    def save_artifact(
-        self, artifact: artifact_t, skeys: list[str], dkeys: list[str], uuid: str, **metadata
-    ) -> None:
+    @staticmethod
+    def artifacts_to_save(
+        list_artifacts: list[artifact_t], list_dkeys: list[KEYS]
+    ) -> tuple[list[KEYS], list[artifact_t]]:
         """
-        Save artifact to the registry.
+        Identify what artifacts to save in to the registry.
 
         Args:
-            artifact: Artifact to save
-            skeys: List of keys
-            dkeys: List of dkeys
-            uuid: UUID
-            **metadata: Additional metadata
+            list_artifacts: List of artifacts
+            list_dkeys: List of dkeys
+
+        Returns
+        -------
+            Tuple of keys and artifacts
+
         """
-        if not artifact:
-            return
+        artifacts_to_save = []
+        dkeys_to_save = []
+
         # TODO check for statelessness from config
-        if isinstance(artifact, StatelessTransformer):
-            _LOGGER.info("%s - Skipping save for stateless artifact with dkeys: %s", uuid, dkeys)
-            return
-        try:
-            version = self.model_registry.save(
-                skeys=skeys,
-                dkeys=dkeys,
-                artifact=artifact,
-                uuid=uuid,
-                **metadata,
-            )
-        except RedisRegistryError:
-            _LOGGER.exception("%s - Error while saving Model with skeys: %s", uuid, skeys)
-        else:
-            _LOGGER.info(
-                "%s - Artifact saved with dkeys: %s with version: %s", uuid, dkeys, version
-            )
+        for artifact, dkeys in zip(list_artifacts, list_dkeys):
+            if artifact:
+                if not isinstance(artifact, StatelessTransformer):
+                    artifacts_to_save.append(artifact)
+                    dkeys_to_save.append(dkeys)
+        return dkeys_to_save, artifacts_to_save
 
     def _is_data_sufficient(self, payload: TrainerPayload, df: pd.DataFrame) -> bool:
         _conf = self.get_conf(payload.config_id)
diff --git a/poetry.lock b/poetry.lock
index 5d116b95..f58feca2 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,9 +1,10 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
 version = "3.8.5"
 description = "Async http client/server framework (asyncio)"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -112,6 +113,7 @@ speedups = ["Brotli", "aiodns", "cchardet"]
 name = "aiorun"
 version = "2022.11.1"
 description = "Boilerplate for asyncio applications"
+category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -126,6 +128,7 @@ dev = ["pytest", "pytest-cov"]
 name = "aiosignal"
 version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -140,6 +143,7 @@ frozenlist = ">=1.1.0"
 name = "antlr4-python3-runtime"
 version = "4.9.3"
 description = "ANTLR 4.9.3 runtime for Python 3.7"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -150,6 +154,7 @@ files = [
 name = "anyio"
 version = "4.0.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -171,6 +176,7 @@ trio = ["trio (>=0.22)"]
 name = "appnope"
 version = "0.1.3"
 description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -182,6 +188,7 @@ files = [
 name = "argon2-cffi"
 version = "23.1.0"
 description = "Argon2 for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -202,6 +209,7 @@ typing = ["mypy"]
 name = "argon2-cffi-bindings"
 version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -239,6 +247,7 @@ tests = ["pytest"]
 name = "arrow"
 version = "1.2.3"
 description = "Better dates & times for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -251,17 +260,18 @@ python-dateutil = ">=2.7.0"
 
 [[package]]
 name = "asttokens"
-version = "2.2.1"
+version = "2.4.0"
 description = "Annotate AST trees with source code positions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
-    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
+    {file = "asttokens-2.4.0-py2.py3-none-any.whl", hash = "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"},
+    {file = "asttokens-2.4.0.tar.gz", hash = "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e"},
 ]
 
 [package.dependencies]
-six = "*"
+six = ">=1.12.0"
 
 [package.extras]
 test = ["astroid", "pytest"]
@@ -270,6 +280,7 @@ test = ["astroid", "pytest"]
 name = "async-lru"
 version = "2.0.4"
 description = "Simple LRU cache for asyncio"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -284,6 +295,7 @@ typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -295,6 +307,7 @@ files = [
 name = "attrs"
 version = "23.1.0"
 description = "Classes Without Boilerplate"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -313,6 +326,7 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 name = "babel"
 version = "2.12.1"
 description = "Internationalization utilities"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -324,6 +338,7 @@ files = [
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -335,6 +350,7 @@ files = [
 name = "beautifulsoup4"
 version = "4.12.2"
 description = "Screen-scraping library"
+category = "dev"
 optional = false
 python-versions = ">=3.6.0"
 files = [
@@ -353,6 +369,7 @@ lxml = ["lxml"]
 name = "black"
 version = "23.7.0"
 description = "The uncompromising code formatter."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -399,6 +416,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "bleach"
 version = "6.0.0"
 description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -415,17 +433,18 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.28.38"
+version = "1.28.44"
 description = "The AWS SDK for Python"
+category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.28.38-py3-none-any.whl", hash = "sha256:dae0bc5548b39d8dfcf4167d9a238ab899a0491c11c5e77934db71b3ecf34752"},
-    {file = "boto3-1.28.38.tar.gz", hash = "sha256:cdb466e51ebe4c99640269d88d5450328271437d58e6ce089690d0485bef6174"},
+    {file = "boto3-1.28.44-py3-none-any.whl", hash = "sha256:c53c92dfe22489ba31e918c2e7b59ff43e2e778bd3d3559e62351a739382bb5c"},
+    {file = "boto3-1.28.44.tar.gz", hash = "sha256:eea3b07e0f28c9f92bccab972af24a3b0dd951c69d93da75227b8ecd3e18f6c4"},
 ]
 
 [package.dependencies]
-botocore = ">=1.31.38,<1.32.0"
+botocore = ">=1.31.44,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -434,13 +453,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.31.38"
+version = "1.31.44"
 description = "Low-level, data-driven core of boto 3."
+category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.31.38-py3-none-any.whl", hash = "sha256:86a4c253bba046f775e07f6585ff6c3d75c21a21c171e5bfcf68bc59f29d7b4c"},
-    {file = "botocore-1.31.38.tar.gz", hash = "sha256:b02de7898f0a7de0f6569be1c87046035a974006c31fd641f4b97a8dba1fad21"},
+    {file = "botocore-1.31.44-py3-none-any.whl", hash = "sha256:83d61c1ca781e6ede19fcc4d5dd73004eee3825a2b220f0d7727e32069209d98"},
+    {file = "botocore-1.31.44.tar.gz", hash = "sha256:84f90919fecb4a4f417fd10145c8a87ff2c4b14d6381cd34d9babf02110b3315"},
 ]
 
 [package.dependencies]
@@ -455,6 +475,7 @@ crt = ["awscrt (==0.16.26)"]
 name = "bottleneck"
 version = "1.3.7"
 description = "Fast NumPy array functions written in C"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
@@ -513,6 +534,7 @@ doc = ["gitpython", "numpydoc", "sphinx"]
 name = "cachetools"
 version = "5.3.1"
 description = "Extensible memoizing collections and decorators"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -524,6 +546,7 @@ files = [
 name = "certifi"
 version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -535,6 +558,7 @@ files = [
 name = "cffi"
 version = "1.15.1"
 description = "Foreign Function Interface for Python calling C code."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -611,6 +635,7 @@ pycparser = "*"
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -622,6 +647,7 @@ files = [
 name = "charset-normalizer"
 version = "3.2.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -706,6 +732,7 @@ files = [
 name = "click"
 version = "8.1.7"
 description = "Composable command line interface toolkit"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -720,6 +747,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "cloudpickle"
 version = "2.2.1"
 description = "Extended pickling support for Python objects"
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -731,6 +759,7 @@ files = [
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -742,6 +771,7 @@ files = [
 name = "comm"
 version = "0.1.4"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -761,6 +791,7 @@ typing = ["mypy (>=0.990)"]
 name = "contourpy"
 version = "1.1.0"
 description = "Python library for calculating contours of 2D quadrilateral grids"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -817,63 +848,64 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "coverage"
-version = "7.3.0"
+version = "7.3.1"
 description = "Code coverage measurement for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "coverage-7.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:db76a1bcb51f02b2007adacbed4c88b6dee75342c37b05d1822815eed19edee5"},
-    {file = "coverage-7.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c02cfa6c36144ab334d556989406837336c1d05215a9bdf44c0bc1d1ac1cb637"},
-    {file = "coverage-7.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:477c9430ad5d1b80b07f3c12f7120eef40bfbf849e9e7859e53b9c93b922d2af"},
-    {file = "coverage-7.3.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ce2ee86ca75f9f96072295c5ebb4ef2a43cecf2870b0ca5e7a1cbdd929cf67e1"},
-    {file = "coverage-7.3.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:68d8a0426b49c053013e631c0cdc09b952d857efa8f68121746b339912d27a12"},
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 [package.dependencies]
@@ -886,6 +918,7 @@ toml = ["tomli"]
 name = "cryptography"
 version = "41.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -931,6 +964,7 @@ test-randomorder = ["pytest-randomly"]
 name = "cycler"
 version = "0.11.0"
 description = "Composable style cycles"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -942,6 +976,7 @@ files = [
 name = "databricks-cli"
 version = "0.17.7"
 description = "A command line interface for Databricks"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -960,35 +995,41 @@ urllib3 = ">=1.26.7,<2.0.0"
 
 [[package]]
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 description = "An implementation of the Debug Adapter Protocol for Python"
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 optional = false
 python-versions = ">=3.7"
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 ]
 
 [[package]]
 name = "decorator"
 version = "5.1.1"
 description = "Decorators for Humans"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1000,6 +1041,7 @@ files = [
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -1011,6 +1053,7 @@ files = [
 name = "distlib"
 version = "0.3.7"
 description = "Distribution utilities"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1022,6 +1065,7 @@ files = [
 name = "entrypoints"
 version = "0.4"
 description = "Discover and load entry points from installed packages."
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1033,6 +1077,7 @@ files = [
 name = "exceptiongroup"
 version = "1.1.3"
 description = "Backport of PEP 654 (exception groups)"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1047,6 +1092,7 @@ test = ["pytest (>=6)"]
 name = "executing"
 version = "1.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1059,13 +1105,14 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fakeredis"
-version = "2.18.0"
+version = "2.18.1"
 description = "Python implementation of redis API, can be used for testing purposes."
+category = "dev"
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1080,6 +1127,7 @@ lua = ["lupa (>=1.14,<3.0)"]
 name = "fastjsonschema"
 version = "2.18.0"
 description = "Fastest Python implementation of JSON schema"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1094,6 +1142,7 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 name = "filelock"
 version = "3.12.3"
 description = "A platform independent file lock."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1112,6 +1161,7 @@ testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pyt
 name = "fonttools"
 version = "4.42.1"
 description = "Tools to manipulate font files"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1169,6 +1219,7 @@ woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 name = "fqdn"
 version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 files = [
@@ -1180,6 +1231,7 @@ files = [
 name = "freezegun"
 version = "1.2.2"
 description = "Let your Python tests travel through time"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1194,6 +1246,7 @@ python-dateutil = ">=2.7"
 name = "frozenlist"
 version = "1.4.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1262,13 +1315,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2023.6.0"
+version = "2023.9.0"
 description = "File-system specification"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1303,6 +1357,7 @@ tqdm = ["tqdm"]
 name = "gitdb"
 version = "4.0.10"
 description = "Git Object Database"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1315,13 +1370,14 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.32"
+version = "3.1.35"
 description = "GitPython is a Python library used to interact with Git repositories"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1331,6 +1387,7 @@ gitdb = ">=4.0.1,<5"
 name = "google-api-core"
 version = "2.11.1"
 description = "Google API client core library"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1353,6 +1410,7 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 name = "google-auth"
 version = "2.22.0"
 description = "Google Authentication Library"
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -1378,6 +1436,7 @@ requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 name = "google-cloud"
 version = "0.34.0"
 description = "API Client library for Google Cloud"
+category = "main"
 optional = true
 python-versions = "*"
 files = [
@@ -1389,6 +1448,7 @@ files = [
 name = "googleapis-common-protos"
 version = "1.60.0"
 description = "Common protobufs used in Google APIs"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1404,117 +1464,119 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.57.0"
+version = "1.58.0"
 description = "HTTP/2-based RPC framework"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
-grpcio = ">=1.57.0"
+grpcio = ">=1.58.0"
 protobuf = ">=4.21.6,<5.0dev"
 setuptools = "*"
 
@@ -1522,6 +1584,7 @@ setuptools = "*"
 name = "hiredis"
 version = "2.2.3"
 description = "Python wrapper for hiredis"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -1620,6 +1683,7 @@ files = [
 name = "identify"
 version = "2.5.27"
 description = "File identification library for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1634,6 +1698,7 @@ license = ["ukkonen"]
 name = "idna"
 version = "3.4"
 description = "Internationalized Domain Names in Applications (IDNA)"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -1645,6 +1710,7 @@ files = [
 name = "importlib-metadata"
 version = "6.8.0"
 description = "Read metadata from Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1664,6 +1730,7 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 name = "importlib-resources"
 version = "6.0.1"
 description = "Read resources from Python packages"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1682,6 +1749,7 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)",
 name = "iniconfig"
 version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1691,13 +1759,14 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.25.1"
+version = "6.25.2"
 description = "IPython Kernel for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "ipykernel-6.25.2.tar.gz", hash = "sha256:f468ddd1f17acb48c8ce67fcfa49ba6d46d4f9ac0438c1f441be7c3d1372230b"},
 ]
 
 [package.dependencies]
@@ -1706,7 +1775,7 @@ comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 matplotlib-inline = ">=0.1"
 nest-asyncio = "*"
 packaging = "*"
@@ -1726,6 +1795,7 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
 name = "ipympl"
 version = "0.9.3"
 description = "Matplotlib Jupyter Extension"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1747,13 +1817,14 @@ docs = ["Sphinx (>=1.5)", "myst-nb", "sphinx-book-theme", "sphinx-copybutton", "
 
 [[package]]
 name = "ipython"
-version = "8.14.0"
+version = "8.15.0"
 description = "IPython: Productive Interactive Computing"
+category = "dev"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "ipython-8.15.0.tar.gz", hash = "sha256:2baeb5be6949eeebf532150f81746f8333e2ccce02de1c7eedde3f23ed5e9f1e"},
 ]
 
 [package.dependencies]
@@ -1761,6 +1832,7 @@ appnope = {version = "*", markers = "sys_platform == \"darwin\""}
 backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
@@ -1772,9 +1844,9 @@ traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
@@ -1788,6 +1860,7 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pa
 name = "ipython-autotime"
 version = "0.3.1"
 description = "Time everything in IPython"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1802,6 +1875,7 @@ ipython = "*"
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1813,6 +1887,7 @@ files = [
 name = "ipywidgets"
 version = "8.1.0"
 description = "Jupyter interactive widgets"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1834,6 +1909,7 @@ test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
 name = "isoduration"
 version = "20.11.0"
 description = "Operations with ISO 8601 durations"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1848,6 +1924,7 @@ arrow = ">=0.15.0"
 name = "jedi"
 version = "0.19.0"
 description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -1867,6 +1944,7 @@ testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 name = "jinja2"
 version = "3.1.2"
 description = "A very fast and expressive template engine."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1884,6 +1962,7 @@ i18n = ["Babel (>=2.7)"]
 name = "jmespath"
 version = "1.0.1"
 description = "JSON Matching Expressions"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1895,6 +1974,7 @@ files = [
 name = "joblib"
 version = "1.3.2"
 description = "Lightweight pipelining with Python functions"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -1906,6 +1986,7 @@ files = [
 name = "json5"
 version = "0.9.14"
 description = "A Python implementation of the JSON5 data format."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1920,6 +2001,7 @@ dev = ["hypothesis"]
 name = "jsonpointer"
 version = "2.4"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
@@ -1930,6 +2012,7 @@ files = [
 name = "jsonschema"
 version = "4.19.0"
 description = "An implementation of JSON Schema validation for Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1959,6 +2042,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jsonschema-specifications"
 version = "2023.7.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1973,6 +2057,7 @@ referencing = ">=0.28.0"
 name = "jupyter"
 version = "1.0.0"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -1993,6 +2078,7 @@ qtconsole = "*"
 name = "jupyter-client"
 version = "8.3.1"
 description = "Jupyter protocol implementation and client libraries"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2002,7 +2088,7 @@ files = [
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 python-dateutil = ">=2.8.2"
 pyzmq = ">=23.0"
 tornado = ">=6.2"
@@ -2016,6 +2102,7 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pyt
 name = "jupyter-console"
 version = "6.6.3"
 description = "Jupyter terminal console"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2027,7 +2114,7 @@ files = [
 ipykernel = ">=6.14"
 ipython = "*"
 jupyter-client = ">=7.0.0"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 prompt-toolkit = ">=3.0.30"
 pygments = "*"
 pyzmq = ">=17"
@@ -2040,6 +2127,7 @@ test = ["flaky", "pexpect", "pytest"]
 name = "jupyter-core"
 version = "5.3.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2060,6 +2148,7 @@ test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
 name = "jupyter-events"
 version = "0.7.0"
 description = "Jupyter Event System library"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2085,6 +2174,7 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 name = "jupyter-lsp"
 version = "2.2.0"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2098,13 +2188,14 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.7.2"
+version = "2.7.3"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyter_server-2.7.2-py3-none-any.whl", hash = "sha256:98a375347b580e837e7016007c24680a4261ed8ad7cd35196ac087d229f48e5a"},
-    {file = "jupyter_server-2.7.2.tar.gz", hash = "sha256:d64fb4e593907290e5df916e3c9399c15ab2cd7bdb71cbcd1d36452dbfb30523"},
+    {file = "jupyter_server-2.7.3-py3-none-any.whl", hash = "sha256:8e4b90380b59d7a1e31086c4692231f2a2ea4cb269f5516e60aba72ce8317fc9"},
+    {file = "jupyter_server-2.7.3.tar.gz", hash = "sha256:d4916c8581c4ebbc534cebdaa8eca2478d9f3bfdd88eae29fcab0120eac57649"},
 ]
 
 [package.dependencies]
@@ -2112,7 +2203,7 @@ anyio = ">=3.1.0"
 argon2-cffi = "*"
 jinja2 = "*"
 jupyter-client = ">=7.4.4"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 jupyter-events = ">=0.6.0"
 jupyter-server-terminals = "*"
 nbconvert = ">=6.4.4"
@@ -2136,6 +2227,7 @@ test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console-sc
 name = "jupyter-server-terminals"
 version = "0.4.4"
 description = "A Jupyter Server Extension Providing Terminals."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2155,6 +2247,7 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 name = "jupyterlab"
 version = "4.0.5"
 description = "JupyterLab computational environment"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2187,6 +2280,7 @@ test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-cons
 name = "jupyterlab-pygments"
 version = "0.2.2"
 description = "Pygments theme using JupyterLab CSS variables"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2198,6 +2292,7 @@ files = [
 name = "jupyterlab-server"
 version = "2.24.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2224,6 +2319,7 @@ test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-valida
 name = "jupyterlab-widgets"
 version = "3.0.8"
 description = "Jupyter interactive widgets for JupyterLab"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2235,6 +2331,7 @@ files = [
 name = "kiwisolver"
 version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2348,6 +2445,7 @@ files = [
 name = "lightning-utilities"
 version = "0.9.0"
 description = "PyTorch Lightning Sample project."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2366,41 +2464,43 @@ typing = ["mypy (>=1.0.0)"]
 
 [[package]]
 name = "llvmlite"
-version = "0.41.0rc1"
+version = "0.40.1"
 description = "lightweight wrapper around basic LLVM functionality"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "llvmlite-0.40.1-cp39-cp39-win_amd64.whl", hash = "sha256:ff8f31111bb99d135ff296757dc81ab36c2dee54ed4bd429158a96da9807c316"},
+    {file = "llvmlite-0.40.1.tar.gz", hash = "sha256:5cdb0d45df602099d833d50bd9e81353a5e036242d3c003c5b294fc61d1986b4"},
 ]
 
 [[package]]
 name = "markupsafe"
 version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2460,6 +2560,7 @@ files = [
 name = "matplotlib"
 version = "3.7.2"
 description = "Python plotting package"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2522,6 +2623,7 @@ python-dateutil = ">=2.7"
 name = "matplotlib-inline"
 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2536,6 +2638,7 @@ traitlets = "*"
 name = "mistune"
 version = "3.0.1"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2547,6 +2650,7 @@ files = [
 name = "mlflow-skinny"
 version = "2.6.0"
 description = "MLflow: A Platform for ML Development and Productionization"
+category = "main"
 optional = true
 python-versions = ">=3.8"
 files = [
@@ -2577,13 +2681,14 @@ sqlserver = ["mlflow-dbstore"]
 
 [[package]]
 name = "moto"
-version = "4.2.0"
+version = "4.2.2"
 description = ""
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "moto-4.2.0-py2.py3-none-any.whl", hash = "sha256:e4835912f05627b6a53b938562b717122230fb038d023819133f8526f60ed0a7"},
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+    {file = "moto-4.2.2-py2.py3-none-any.whl", hash = "sha256:2a9cbcd9da1a66b23f95d62ef91968284445233a606b4de949379395056276fb"},
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 ]
 
 [package.dependencies]
@@ -2627,6 +2732,7 @@ xray = ["aws-xray-sdk (>=0.93,!=0.96)", "setuptools"]
 name = "mpmath"
 version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2644,6 +2750,7 @@ tests = ["pytest (>=4.6)"]
 name = "multidict"
 version = "6.0.4"
 description = "multidict implementation"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2727,6 +2834,7 @@ files = [
 name = "mypy-extensions"
 version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2738,6 +2846,7 @@ files = [
 name = "nb-black"
 version = "1.0.7"
 description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -2751,6 +2860,7 @@ ipython = "*"
 name = "nbclient"
 version = "0.8.0"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -2760,7 +2870,7 @@ files = [
 
 [package.dependencies]
 jupyter-client = ">=6.1.12"
-jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-core = ">=4.12,<5.0.0 || >=5.1.0"
 nbformat = ">=5.1"
 traitlets = ">=5.4"
 
@@ -2773,6 +2883,7 @@ test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=
 name = "nbconvert"
 version = "7.8.0"
 description = "Converting Jupyter Notebooks"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2811,6 +2922,7 @@ webpdf = ["playwright"]
 name = "nbformat"
 version = "5.9.2"
 description = "The Jupyter Notebook format"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2832,6 +2944,7 @@ test = ["pep440", "pre-commit", "pytest", "testpath"]
 name = "nest-asyncio"
 version = "1.5.7"
 description = "Patch asyncio to allow nested event loops"
+category = "dev"
 optional = false
 python-versions = ">=3.5"
 files = [
@@ -2843,6 +2956,7 @@ files = [
 name = "networkx"
 version = "3.1"
 description = "Python package for creating and manipulating graphs and networks"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2861,6 +2975,7 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 name = "nodeenv"
 version = "1.8.0"
 description = "Node.js virtual environment builder"
+category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
 files = [
@@ -2875,6 +2990,7 @@ setuptools = "*"
 name = "notebook"
 version = "7.0.3"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2898,6 +3014,7 @@ test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4
 name = "notebook-shim"
 version = "0.2.3"
 description = "A shim layer for notebook traits and config"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2913,42 +3030,47 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
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-version = "0.58.0rc1"
+version = "0.57.1"
 description = "compiling Python code using LLVM"
+category = "main"
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 python-versions = ">=3.8"
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 [package.dependencies]
-llvmlite = "==0.41.*"
-numpy = ">=1.21,<1.26"
+llvmlite = ">=0.40.0dev0,<0.41"
+numpy = ">=1.21,<1.25"
 
 [[package]]
 name = "numexpr"
 version = "2.8.5"
 description = "Fast numerical expression evaluator for NumPy"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2989,42 +3111,47 @@ numpy = ">=1.13.3"
 
 [[package]]
 name = "numpy"
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+version = "1.24.4"
 description = "Fundamental package for array computing in Python"
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 ]
 
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -3041,6 +3168,7 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 name = "omegaconf"
 version = "2.3.0"
 description = "A flexible configuration library"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3049,82 +3177,84 @@ files = [
 ]
 
 [package.dependencies]
-antlr4-python3-runtime = "==4.9.*"
+antlr4-python3-runtime = ">=4.9.0,<4.10.0"
 PyYAML = ">=5.1.0"
 
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 ]
 
 [[package]]
 name = "overrides"
 version = "7.4.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3136,6 +3266,7 @@ files = [
 name = "packaging"
 version = "23.1"
 description = "Core utilities for Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3147,6 +3278,7 @@ files = [
 name = "pandas"
 version = "2.1.0"
 description = "Powerful data structures for data analysis, time series, and statistics"
+category = "main"
 optional = false
 python-versions = ">=3.9"
 files = [
@@ -3211,6 +3343,7 @@ xml = ["lxml (>=4.8.0)"]
 name = "pandocfilters"
 version = "1.5.0"
 description = "Utilities for writing pandoc filters in python"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3222,6 +3355,7 @@ files = [
 name = "parso"
 version = "0.8.3"
 description = "A Python Parser"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3237,6 +3371,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 name = "pathspec"
 version = "0.11.2"
 description = "Utility library for gitignore style pattern matching of file paths."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3248,6 +3383,7 @@ files = [
 name = "pexpect"
 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3262,6 +3398,7 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3273,6 +3410,7 @@ files = [
 name = "pillow"
 version = "10.0.0"
 description = "Python Imaging Library (Fork)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3294,6 +3432,7 @@ files = [
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@@ -3303,6 +3442,7 @@ files = [
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@@ -3340,6 +3480,7 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 name = "platformdirs"
 version = "3.10.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3355,6 +3496,7 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 name = "pluggy"
 version = "1.3.0"
 description = "plugin and hook calling mechanisms for python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3368,13 +3510,14 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.3.3"
+version = "3.4.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "pre_commit-3.3.3.tar.gz", hash = "sha256:a2256f489cd913d575c145132ae196fe335da32d91a8294b7afe6622335dd023"},
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+    {file = "pre_commit-3.4.0.tar.gz", hash = "sha256:6bbd5129a64cad4c0dfaeeb12cd8f7ea7e15b77028d985341478c8af3c759522"},
 ]
 
 [package.dependencies]
@@ -3388,6 +3531,7 @@ virtualenv = ">=20.10.0"
 name = "prometheus-client"
 version = "0.17.1"
 description = "Python client for the Prometheus monitoring system."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3402,6 +3546,7 @@ twisted = ["twisted"]
 name = "prompt-toolkit"
 version = "3.0.39"
 description = "Library for building powerful interactive command lines in Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7.0"
 files = [
@@ -3414,30 +3559,32 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "4.24.2"
+version = "4.24.3"
 description = ""
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
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+    {file = "protobuf-4.24.3-cp39-cp39-win32.whl", hash = "sha256:2da777d34b4f4f7613cdf85c70eb9a90b1fbef9d36ae4a0ccfe014b0b07906f1"},
+    {file = "protobuf-4.24.3-cp39-cp39-win_amd64.whl", hash = "sha256:f631bb982c5478e0c1c70eab383af74a84be66945ebf5dd6b06fc90079668d0b"},
+    {file = "protobuf-4.24.3-py3-none-any.whl", hash = "sha256:f6f8dc65625dadaad0c8545319c2e2f0424fede988368893ca3844261342c11a"},
+    {file = "protobuf-4.24.3.tar.gz", hash = "sha256:12e9ad2ec079b833176d2921be2cb24281fa591f0b119b208b788adc48c2561d"},
 ]
 
 [[package]]
 name = "psutil"
 version = "5.9.5"
 description = "Cross-platform lib for process and system monitoring in Python."
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3464,6 +3611,7 @@ test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3475,6 +3623,7 @@ files = [
 name = "pure-eval"
 version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3489,6 +3638,7 @@ tests = ["pytest"]
 name = "pyasn1"
 version = "0.5.0"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3500,6 +3650,7 @@ files = [
 name = "pyasn1-modules"
 version = "0.3.0"
 description = "A collection of ASN.1-based protocols modules"
+category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
@@ -3514,6 +3665,7 @@ pyasn1 = ">=0.4.6,<0.6.0"
 name = "pycparser"
 version = "2.21"
 description = "C parser in Python"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 files = [
@@ -3523,13 +3675,13 @@ files = [
 
 [[package]]
 name = "pydruid"
-version = "0.6.5"
+version = "0.999.0.dev0"
 description = "A Python connector for Druid."
+category = "main"
 optional = true
 python-versions = "*"
-files = [
-    {file = "pydruid-0.6.5.tar.gz", hash = "sha256:30b6efa722234183239296bf8e6d41aba7eea0eec3d68233ce6c413986864fea"},
-]
+files = []
+develop = false
 
 [package.dependencies]
 requests = "*"
@@ -3540,10 +3692,17 @@ cli = ["prompt_toolkit (>=2.0.0)", "pygments", "tabulate"]
 pandas = ["pandas"]
 sqlalchemy = ["sqlalchemy"]
 
+[package.source]
+type = "git"
+url = "git@github.com:cosmic-chichu/pydruid.git"
+reference = "master"
+resolved_reference = "0ce16bcfd2dd666ff5294469cc47263acafca1d7"
+
 [[package]]
 name = "pygments"
 version = "2.16.1"
 description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3558,6 +3717,7 @@ plugins = ["importlib-metadata"]
 name = "pyjwt"
 version = "2.8.0"
 description = "JSON Web Token implementation in Python"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -3575,6 +3735,7 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 name = "pympler"
 version = "1.0.1"
 description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3586,6 +3747,7 @@ files = [
 name = "pynumaflow"
 version = "0.4.2"
 description = "Provides the interfaces of writing Python User Defined Functions and Sinks for NumaFlow."
+category = "main"
 optional = true
 python-versions = ">=3.9,<3.12"
 files = [
@@ -3605,6 +3767,7 @@ protobuf = ">=3.20,<5.0"
 name = "pyparsing"
 version = "3.0.9"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
 optional = false
 python-versions = ">=3.6.8"
 files = [
@@ -3617,13 +3780,14 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "7.4.2"
 description = "pytest: simple powerful testing with Python"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
-    {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
+    {file = "pytest-7.4.2-py3-none-any.whl", hash = "sha256:1d881c6124e08ff0a1bb75ba3ec0bfd8b5354a01c194ddd5a0a870a48d99b002"},
+    {file = "pytest-7.4.2.tar.gz", hash = "sha256:a766259cfab564a2ad52cb1aae1b881a75c3eb7e34ca3779697c23ed47c47069"},
 ]
 
 [package.dependencies]
@@ -3641,6 +3805,7 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 name = "pytest-cov"
 version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3659,6 +3824,7 @@ testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtuale
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
@@ -3673,6 +3839,7 @@ six = ">=1.5"
 name = "python-json-logger"
 version = "2.0.7"
 description = "A python library adding a json log formatter"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3684,6 +3851,7 @@ files = [
 name = "pytorch-lightning"
 version = "2.0.8"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3713,19 +3881,21 @@ test = ["cloudpickle (>=1.3)", "coverage (==7.3.0)", "fastapi (<0.100.0)", "onnx
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
+category = "main"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
-    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
+    {file = "pytz-2023.3.post1-py2.py3-none-any.whl", hash = "sha256:ce42d816b81b68506614c11e8937d3aa9e41007ceb50bfdcb0749b921bf646c7"},
+    {file = "pytz-2023.3.post1.tar.gz", hash = "sha256:7b4fddbeb94a1eba4b557da24f19fdf9db575192544270a9101d8509f9f43d7b"},
 ]
 
 [[package]]
 name = "pywin32"
 version = "306"
 description = "Python for Window Extensions"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -3749,6 +3919,7 @@ files = [
 name = "pywinpty"
 version = "2.0.11"
 description = "Pseudo terminal support for Windows from Python."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3763,6 +3934,7 @@ files = [
 name = "pyyaml"
 version = "6.0.1"
 description = "YAML parser and emitter for Python"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3812,6 +3984,7 @@ files = [
 name = "pyzmq"
 version = "25.1.1"
 description = "Python bindings for 0MQ"
+category = "dev"
 optional = false
 python-versions = ">=3.6"
 files = [
@@ -3915,13 +4088,14 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qtconsole"
-version = "5.4.3"
+version = "5.4.4"
 description = "Jupyter Qt console"
+category = "dev"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "qtconsole-5.4.3-py3-none-any.whl", hash = "sha256:35fd6e87b1f6d1fd41801b07e69339f8982e76afd4fa8ef35595bc6036717189"},
-    {file = "qtconsole-5.4.3.tar.gz", hash = "sha256:5e4082a86a201796b2a5cfd4298352d22b158b51b57736531824715fc2a979dd"},
+    {file = "qtconsole-5.4.4-py3-none-any.whl", hash = "sha256:a3b69b868e041c2c698bdc75b0602f42e130ffb256d6efa48f9aa756c97672aa"},
+    {file = "qtconsole-5.4.4.tar.gz", hash = "sha256:b7ffb53d74f23cee29f4cdb55dd6fabc8ec312d94f3c46ba38e1dde458693dfb"},
 ]
 
 [package.dependencies]
@@ -3932,7 +4106,7 @@ jupyter-core = "*"
 packaging = "*"
 pygments = "*"
 pyzmq = ">=17.1"
-qtpy = ">=2.0.1"
+qtpy = ">=2.4.0"
 traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2"
 
 [package.extras]
@@ -3943,6 +4117,7 @@ test = ["flaky", "pytest", "pytest-qt"]
 name = "qtpy"
 version = "2.4.0"
 description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3960,6 +4135,7 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 name = "redis"
 version = "5.0.0"
 description = "Python client for Redis database and key-value store"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -3979,6 +4155,7 @@ ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"
 name = "referencing"
 version = "0.30.2"
 description = "JSON Referencing + Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -3994,6 +4171,7 @@ rpds-py = ">=0.7.0"
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
+category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4015,6 +4193,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 name = "responses"
 version = "0.23.3"
 description = "A utility library for mocking out the `requests` Python library."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4035,6 +4214,7 @@ tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asy
 name = "rfc3339-validator"
 version = "0.1.4"
 description = "A pure python RFC3339 validator"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -4049,6 +4229,7 @@ six = "*"
 name = "rfc3986-validator"
 version = "0.1.1"
 description = "Pure python rfc3986 validator"
+category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 files = [
@@ -4058,114 +4239,116 @@ files = [
 
 [[package]]
 name = "rpds-py"
-version = "0.10.0"
+version = "0.10.2"
 description = "Python bindings to Rust's persistent data structures (rpds)"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "rsa"
 version = "4.9"
 description = "Pure-Python RSA implementation"
+category = "main"
 optional = true
 python-versions = ">=3.6,<4"
 files = [
@@ -4178,34 +4361,36 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.0.286"
+version = "0.0.287"
 description = "An extremely fast Python linter, written in Rust."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "ruff-0.0.287-py3-none-win_arm64.whl", hash = "sha256:44bceb3310ac04f0e59d4851e6227f7b1404f753997c7859192e41dbee9f5c8d"},
+    {file = "ruff-0.0.287.tar.gz", hash = "sha256:02dc4f5bf53ef136e459d467f3ce3e04844d509bc46c025a05b018feb37bbc39"},
 ]
 
 [[package]]
 name = "s3transfer"
 version = "0.6.2"
 description = "An Amazon S3 Transfer Manager"
+category = "main"
 optional = false
 python-versions = ">= 3.7"
 files = [
@@ -4223,6 +4408,7 @@ crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
 name = "scikit-learn"
 version = "1.3.0"
 description = "A set of python modules for machine learning and data mining"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4265,6 +4451,7 @@ tests = ["black (>=23.3.0)", "matplotlib (>=3.1.3)", "mypy (>=1.3)", "numpydoc (
 name = "scipy"
 version = "1.11.2"
 description = "Fundamental algorithms for scientific computing in Python"
+category = "main"
 optional = false
 python-versions = "<3.13,>=3.9"
 files = [
@@ -4307,6 +4494,7 @@ test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeo
 name = "send2trash"
 version = "1.8.2"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
+category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 files = [
@@ -4321,24 +4509,26 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "68.1.2"
+version = "68.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-68.1.2-py3-none-any.whl", hash = "sha256:3d8083eed2d13afc9426f227b24fd1659489ec107c0e86cec2ffdde5c92e790b"},
-    {file = "setuptools-68.1.2.tar.gz", hash = "sha256:3d4dfa6d95f1b101d695a6160a7626e15583af71a5f52176efa5d39a054d475d"},
+    {file = "setuptools-68.2.0-py3-none-any.whl", hash = "sha256:af3d5949030c3f493f550876b2fd1dd5ec66689c4ee5d5344f009746f71fd5a8"},
+    {file = "setuptools-68.2.0.tar.gz", hash = "sha256:00478ca80aeebeecb2f288d3206b0de568df5cd2b8fada1209843cc9a8d88a48"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5,<=7.1.2)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
@@ -4350,6 +4540,7 @@ files = [
 name = "smmap"
 version = "5.0.0"
 description = "A pure Python implementation of a sliding window memory map manager"
+category = "main"
 optional = true
 python-versions = ">=3.6"
 files = [
@@ -4361,6 +4552,7 @@ files = [
 name = "sniffio"
 version = "1.3.0"
 description = "Sniff out which async library your code is running under"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4372,6 +4564,7 @@ files = [
 name = "sortedcontainers"
 version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4381,19 +4574,21 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.4.1"
+version = "2.5"
 description = "A modern CSS selector implementation for Beautiful Soup."
+category = "dev"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "soupsieve-2.4.1-py3-none-any.whl", hash = "sha256:1c1bfee6819544a3447586c889157365a27e10d88cde3ad3da0cf0ddf646feb8"},
-    {file = "soupsieve-2.4.1.tar.gz", hash = "sha256:89d12b2d5dfcd2c9e8c22326da9d9aa9cb3dfab0a83a024f05704076ee8d35ea"},
+    {file = "soupsieve-2.5-py3-none-any.whl", hash = "sha256:eaa337ff55a1579b6549dc679565eac1e3d000563bcb1c8ab0d0fefbc0c2cdc7"},
+    {file = "soupsieve-2.5.tar.gz", hash = "sha256:5663d5a7b3bfaeee0bc4372e7fc48f9cff4940b3eec54a6451cc5299f1097690"},
 ]
 
 [[package]]
 name = "sqlparse"
 version = "0.4.4"
 description = "A non-validating SQL parser."
+category = "main"
 optional = true
 python-versions = ">=3.5"
 files = [
@@ -4410,6 +4605,7 @@ test = ["pytest", "pytest-cov"]
 name = "stack-data"
 version = "0.6.2"
 description = "Extract data from python stack frames and tracebacks for informative displays"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4429,6 +4625,7 @@ tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 name = "sympy"
 version = "1.12"
 description = "Computer algebra system (CAS) in Python"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4443,6 +4640,7 @@ mpmath = ">=0.19"
 name = "tabulate"
 version = "0.9.0"
 description = "Pretty-print tabular data"
+category = "main"
 optional = true
 python-versions = ">=3.7"
 files = [
@@ -4457,6 +4655,7 @@ widechars = ["wcwidth"]
 name = "terminado"
 version = "0.17.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4477,6 +4676,7 @@ test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 name = "threadpoolctl"
 version = "3.2.0"
 description = "threadpoolctl"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4488,6 +4688,7 @@ files = [
 name = "tinycss2"
 version = "1.2.1"
 description = "A tiny CSS parser"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4506,6 +4707,7 @@ test = ["flake8", "isort", "pytest"]
 name = "tomli"
 version = "2.0.1"
 description = "A lil' TOML parser"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4517,6 +4719,7 @@ files = [
 name = "torch"
 version = "2.0.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+category = "dev"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -4556,6 +4759,7 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 name = "torchinfo"
 version = "1.8.0"
 description = "Model summary in PyTorch, based off of the original torchsummary."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4567,6 +4771,7 @@ files = [
 name = "torchmetrics"
 version = "1.1.1"
 description = "PyTorch native Metrics"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4595,6 +4800,7 @@ visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.2.0)"]
 name = "tornado"
 version = "6.3.3"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
 optional = false
 python-versions = ">= 3.8"
 files = [
@@ -4615,6 +4821,7 @@ files = [
 name = "tqdm"
 version = "4.66.1"
 description = "Fast, Extensible Progress Meter"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4635,6 +4842,7 @@ telegram = ["requests"]
 name = "traitlets"
 version = "5.9.0"
 description = "Traitlets Python configuration system"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4650,6 +4858,7 @@ test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"]
 name = "types-pyyaml"
 version = "6.0.12.11"
 description = "Typing stubs for PyYAML"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4661,6 +4870,7 @@ files = [
 name = "typing-extensions"
 version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4672,6 +4882,7 @@ files = [
 name = "tzdata"
 version = "2023.3"
 description = "Provider of IANA time zone data"
+category = "main"
 optional = false
 python-versions = ">=2"
 files = [
@@ -4683,6 +4894,7 @@ files = [
 name = "uri-template"
 version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4697,6 +4909,7 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 name = "urllib3"
 version = "1.26.16"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
@@ -4711,13 +4924,14 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.4"
+version = "20.24.5"
 description = "Virtual Python Environment builder"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.24.4-py3-none-any.whl", hash = "sha256:29c70bb9b88510f6414ac3e55c8b413a1f96239b6b789ca123437d5e892190cb"},
-    {file = "virtualenv-20.24.4.tar.gz", hash = "sha256:772b05bfda7ed3b8ecd16021ca9716273ad9f4467c801f27e83ac73430246dca"},
+    {file = "virtualenv-20.24.5-py3-none-any.whl", hash = "sha256:b80039f280f4919c77b30f1c23294ae357c4c8701042086e3fc005963e4e537b"},
+    {file = "virtualenv-20.24.5.tar.gz", hash = "sha256:e8361967f6da6fbdf1426483bfe9fca8287c242ac0bc30429905721cefbff752"},
 ]
 
 [package.dependencies]
@@ -4733,6 +4947,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess
 name = "wcwidth"
 version = "0.2.6"
 description = "Measures the displayed width of unicode strings in a terminal"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4744,6 +4959,7 @@ files = [
 name = "webcolors"
 version = "1.13"
 description = "A library for working with the color formats defined by HTML and CSS."
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4759,6 +4975,7 @@ tests = ["pytest", "pytest-cov"]
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
+category = "dev"
 optional = false
 python-versions = "*"
 files = [
@@ -4770,6 +4987,7 @@ files = [
 name = "websocket-client"
 version = "1.6.2"
 description = "WebSocket client for Python with low level API options"
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4786,6 +5004,7 @@ test = ["websockets"]
 name = "werkzeug"
 version = "2.3.7"
 description = "The comprehensive WSGI web application library."
+category = "dev"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4803,6 +5022,7 @@ watchdog = ["watchdog (>=2.3)"]
 name = "widgetsnbextension"
 version = "4.0.8"
 description = "Jupyter interactive widgets for Jupyter Notebook"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4814,6 +5034,7 @@ files = [
 name = "xmltodict"
 version = "0.13.0"
 description = "Makes working with XML feel like you are working with JSON"
+category = "dev"
 optional = false
 python-versions = ">=3.4"
 files = [
@@ -4825,6 +5046,7 @@ files = [
 name = "yarl"
 version = "1.9.2"
 description = "Yet another URL library"
+category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -4912,6 +5134,7 @@ multidict = ">=4.0"
 name = "zipp"
 version = "3.16.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -4933,4 +5156,4 @@ redis = ["redis"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.12"
-content-hash = "899239bed4f29bd788fa45e49bdd8fae699a8e9013336b683a4169d418b0b9ba"
+content-hash = "5340edac100acd328dff7dd1d2e9f1650205441a0bc8f95cfcaa6fc49d22d927"
diff --git a/pyproject.toml b/pyproject.toml
index 0eff5dac..56108d78 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ mlflow-skinny = { version = ">2.0, <3.0", optional = true }
 redis = {extras = ["hiredis"], version = "^5.0", optional = true}
 pynumaflow = { version = "~0.4", optional = true }
 boto3 = { version = "^1.24.64", optional = true }
-pydruid = {version = "^0.6", optional = true }
+pydruid= {git="git@github.com:cosmic-chichu/pydruid.git", branch = "master", optional = true }
 
 [tool.poetry.extras]
 mlflow = ["mlflow-skinny"]
diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 59c3fdb6..80199491 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -62,9 +62,10 @@ def test_save_model_without_metadata_cache_hit(self):
         data = self.registry.load(skeys=self.skeys, dkeys=self.dkeys)
         self.assertEqual(data.extras["version"], save_version)
         resave_version1 = self.registry.save(
-            skeys=self.skeys, dkeys=self.dkeys, artifact=self.pytorch_model
+            skeys=self.skeys, dkeys=self.dkeys, artifact=self.pytorch_model, **{"lr": 0.01}
         )
         resave_data = self.registry.load(skeys=self.skeys, dkeys=self.dkeys)
+        print(resave_data.extras)
         self.assertEqual(save_version, "0")
         self.assertEqual(resave_version1, "1")
         self.assertEqual(resave_data.extras["version"], "0")
@@ -185,6 +186,17 @@ def test_load_latest_cache_ttl_expire(self):
         self.assertEqual("registry", artifact_data_1.extras["source"])
         self.assertEqual("registry", artifact_data_2.extras["source"])
 
+    def test_multiple_save(self):
+        self.registry.save_multiple(
+            skeys=self.skeys,
+            list_dkeys=[["AE"], ["scaler"]],
+            list_artifacts=[VanillaAE, StandardScaler()],
+            **{"a": "b"}
+        )
+        artifact_data = self.registry.load(skeys=self.skeys, dkeys=["AE"])
+        self.assertEqual("registry", artifact_data.extras["source"])
+        self.assertIsNotNone(artifact_data.artifact)
+
     def test_load_non_latest_model_twice(self):
         old_version = self.registry.save(
             skeys=self.skeys, dkeys=self.dkeys, artifact=self.pytorch_model
diff --git a/tests/udfs/test_inference.py b/tests/udfs/test_inference.py
index 9ebc3cfa..5536cfec 100644
--- a/tests/udfs/test_inference.py
+++ b/tests/udfs/test_inference.py
@@ -70,11 +70,12 @@
     ],
     "header": "model_inference",
     "metadata": {
+        "artifact_versions": {"VanillaAE": "0"},
         "tags": {
             "asset_alias": "some-alias",
             "asset_id": "362557362191815079",
             "env": "prd",
-        }
+        },
     },
 }
 
@@ -83,6 +84,7 @@ class TestInferenceUDF(unittest.TestCase):
     def setUp(self) -> None:
         self.udf = InferenceUDF(REDIS_CLIENT)
         self.udf.register_conf("conf1", StreamConf(config_id="conf1"))
+        print(self.udf.get_conf("conf1"))
 
     @patch.object(
         RedisRegistry,
@@ -90,7 +92,7 @@ def setUp(self) -> None:
         Mock(
             return_value=ArtifactData(
                 artifact=VanillaAE(seq_len=12, n_features=2),
-                extras=dict(version="1", timestamp=time.time(), source="registry"),
+                extras=dict(version="0", timestamp=time.time(), source="registry"),
                 metadata={},
             )
         ),
diff --git a/tests/udfs/test_postprocess.py b/tests/udfs/test_postprocess.py
index a13924ca..f4066afd 100644
--- a/tests/udfs/test_postprocess.py
+++ b/tests/udfs/test_postprocess.py
@@ -77,7 +77,7 @@
     "status": "artifact_found",
     "header": "model_inference",
     "metadata": {
-        "model_version": 0,
+        "artifact_versions": {"StdDevThreshold": "0"},
         "tags": {"asset_alias": "data", "asset_id": "123456789", "env": "prd"},
     },
 }
@@ -113,12 +113,13 @@ def test_postprocess_infer_model_stale(self):
         data = deepcopy(DATA)
         data["status"] = Status.ARTIFACT_STALE
         data["header"] = Header.MODEL_INFERENCE
-        self.registry.save(
-            KEYS, ["StdDevThreshold"], StdDevThreshold().fit(np.asarray([[0, 1], [1, 2]]))
+        print(
+            self.registry.save(
+                KEYS, ["StdDevThreshold"], StdDevThreshold().fit(np.asarray([[0, 1], [1, 2]]))
+            )
         )
-
         msg = self.udf(KEYS, Datum(keys=KEYS, value=orjson.dumps(data), **DATUM_KW))
-        self.assertEqual(2, len(msg))
+        self.assertEqual(1, len(msg))
 
     def test_postprocess_all_model_present(self):
         data = deepcopy(DATA)
diff --git a/tests/udfs/utility.py b/tests/udfs/utility.py
index a0299fa3..c9c2d058 100644
--- a/tests/udfs/utility.py
+++ b/tests/udfs/utility.py
@@ -6,6 +6,7 @@
 from sklearn.pipeline import make_pipeline
 
 from numalogic.config import PreprocessFactory
+from numalogic.models.autoencoder.variants import VanillaAE
 
 
 def input_json_from_file(data_path: str) -> Datum:
@@ -45,11 +46,14 @@ def store_in_redis(pl_conf, registry):
     ):
         preproc_clf = make_pipeline(*preproc_clfs)
         preproc_clf.fit(np.asarray([[1, 3], [4, 6]]))
-        registry.save(
+        registry.save_multiple(
             skeys=pl_conf.stream_confs["druid-config"].composite_keys,
-            dkeys=[
-                _conf.name
-                for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess
+            list_dkeys=[
+                ["AE"],
+                [
+                    _conf.name
+                    for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess
+                ],
             ],
-            artifact=preproc_clf,
+            list_artifacts=[VanillaAE(10), preproc_clf],
         )

From d7c3e59356ab15073898e453f96fb98f9ab8fff9 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Mon, 11 Sep 2023 18:32:29 -0700
Subject: [PATCH 02/17] fix: typos

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 dump.rdb                                |  Bin 170113 -> 0 bytes
 examples/multi_udf/src/udf/inference.py |    2 +-
 numalogic/registry/redis_registry.py    |   54 +-
 numalogic/udfs/__main__.py              |    5 +
 numalogic/udfs/inference.py             |    6 +-
 numalogic/udfs/postprocess.py           |   11 +-
 numalogic/udfs/preprocess.py            |    6 +-
 numalogic/udfs/tools.py                 |   34 +-
 numalogic/udfs/trainer.py               |    2 +-
 poetry.lock                             | 5159 -----------------------
 pyproject.toml                          |    4 +-
 tests/registry/test_redis_registry.py   |    2 +-
 tests/udfs/test_postprocess.py          |    2 +-
 tests/udfs/test_preprocess.py           |    6 +-
 14 files changed, 82 insertions(+), 5211 deletions(-)
 delete mode 100644 dump.rdb
 delete mode 100644 poetry.lock

diff --git a/dump.rdb b/dump.rdb
deleted file mode 100644
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GIT binary patch
literal 0
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diff --git a/examples/multi_udf/src/udf/inference.py b/examples/multi_udf/src/udf/inference.py
index 17dd8a23..179e4b73 100644
--- a/examples/multi_udf/src/udf/inference.py
+++ b/examples/multi_udf/src/udf/inference.py
@@ -61,7 +61,7 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
             LOGGER.info("%s - Inference complete", payload.uuid)
         else:
             # If model not found, set status as not found
-            LOGGER.exception("%s - Model not found", payload.uuid)
+            LOGGER.warning("%s - Model not found", payload.uuid)
             payload.is_artifact_valid = False
 
         # Convert Payload back to bytes and conditional forward to threshold vertex
diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index e0369403..a5e3eadf 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -159,27 +159,33 @@ def __load_latest_artifact(self, key: str) -> tuple[ArtifactData, bool]:
         ------
             ModelKeyNotFound: If the model key is not found in the registry.
         """
-        cached_artifact = self._load_from_cache(key)
+        latest_key = self.__construct_latest_key(key)
+        cached_artifact = self._load_from_cache(latest_key)
         if cached_artifact:
-            _LOGGER.debug("Found cached artifact for key: %s", key)
+            _LOGGER.debug("Found cached artifact for key: %s", latest_key)
             return cached_artifact, True
-        latest_key = self.__construct_latest_key(key)
         if not self.client.exists(latest_key):
             raise ModelKeyNotFound(f"latest key: {latest_key}, Not Found !!!")
         model_key = self.client.get(latest_key)
         _LOGGER.debug("latest key, %s, is pointing to the key : %s", latest_key, model_key)
-        return (
-            self.__load_version_artifact(version=self.get_version(model_key.decode()), key=key),
-            False,
+        artifact, _ = self.__load_version_artifact(
+            version=self.get_version(model_key.decode()), key=key
         )
+        return artifact, False
 
-    def __load_version_artifact(self, version: str, key: str) -> ArtifactData:
-        model_key = self.__construct_version_key(key, version)
-        print(model_key)
-        if not self.client.exists(model_key):
-            raise ModelKeyNotFound("Could not find model key with key: %s" % model_key)
-        return self.__get_artifact_data(
-            model_key=model_key,
+    def __load_version_artifact(self, version: str, key: str) -> tuple[ArtifactData, bool]:
+        version_key = self.__construct_version_key(key, version)
+        cached_artifact = self._load_from_cache(version_key)
+        if cached_artifact:
+            _LOGGER.debug("Found cached version artifact for key: %s", version_key)
+            return cached_artifact, True
+        if not self.client.exists(version_key):
+            raise ModelKeyNotFound("Could not find model key with key: %s" % version_key)
+        return (
+            self.__get_artifact_data(
+                model_key=version_key,
+            ),
+            False,
         )
 
     def __save_artifact(
@@ -237,25 +243,25 @@ def load(
         if (latest and version) or (not latest and not version):
             raise ValueError("Either One of 'latest' or 'version' needed in load method call")
         key = self.construct_key(skeys, dkeys)
-        is_cached = False
         try:
             if latest:
                 artifact_data, is_cached = self.__load_latest_artifact(key)
             else:
-                artifact_data = self.__load_version_artifact(version, key)
+                artifact_data, is_cached = self.__load_version_artifact(version, key)
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
         else:
             if not is_cached:
                 if latest:
                     _LOGGER.info("Saving %s, in cache as %s", self.__construct_latest_key(key), key)
+                    self._save_in_cache(self.__construct_latest_key(key), artifact_data)
                 else:
                     _LOGGER.info(
                         "Saving %s,  in cache as %s",
                         self.__construct_version_key(key, version),
                         key,
                     )
-                self._save_in_cache(key, artifact_data)
+                    self._save_in_cache(self.__construct_version_key(key, version), artifact_data)
             return artifact_data
 
     def save(
@@ -298,9 +304,8 @@ def save(
                 pipe=redis_pipe, artifact=artifact, key=key, version=str(version), **metadata
             )
             redis_pipe.expire(name=new_version_key, time=self.ttl)
-            # if pipe is None:
-            #     print(redis_pipe.command_stack)
-            #     redis_pipe.execute()
+            if pipe is None:
+                redis_pipe.execute()
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
         else:
@@ -384,6 +389,9 @@ def save_multiple(
             with self.client.pipeline(transaction=self.transactional) as pipe:
                 pipe.multi()
                 for count, (key, artifact) in enumerate(zip(list_dkeys, list_artifacts)):
+                    dict_model_ver[":".join(key)] = self.save(
+                        skeys=skeys, dkeys=key, artifact=artifact, pipe=pipe, **metadata
+                    )
                     if count == len(list_artifacts) - 1:
                         self.save(
                             skeys=skeys,
@@ -393,15 +401,11 @@ def save_multiple(
                             artifact_versions=dict_model_ver,
                             **metadata,
                         )
-                        break
-                    dict_model_ver = {
-                        ":".join(key): self.save(
-                            skeys=skeys, dkeys=key, artifact=artifact, pipe=pipe, **metadata
-                        )
-                    }
                 pipe.execute()
             _LOGGER.info("Successfully saved all the artifacts with: %s", dict_model_ver)
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
+        except IndexError as index_err:
+            raise RedisRegistryError(f"{index_err.__class__.__name__} raised") from index_err
         else:
             return dict_model_ver
diff --git a/numalogic/udfs/__main__.py b/numalogic/udfs/__main__.py
index e8927e4e..d787df95 100644
--- a/numalogic/udfs/__main__.py
+++ b/numalogic/udfs/__main__.py
@@ -12,8 +12,13 @@
 CONF_FILE_PATH = os.getenv(
     "CONF_PATH", default=os.path.join(BASE_CONF_DIR, "default-configs", "config.yaml")
 )
+pipeline_conf = load_pipeline_conf(CONF_FILE_PATH)
+logging.info("Pipeline config: %s", pipeline_conf)
 
+redis_client = get_redis_client_from_conf(pipeline_conf.redis_conf)
 
+for key in redis_client.scan_iter("*"):
+    redis_client.delete(key)
 if __name__ == "__main__":
     set_logger()
     step = sys.argv[1]
diff --git a/numalogic/udfs/inference.py b/numalogic/udfs/inference.py
index 44630dba..46daadee 100644
--- a/numalogic/udfs/inference.py
+++ b/numalogic/udfs/inference.py
@@ -16,13 +16,14 @@
 from numalogic.udfs._base import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import StreamPayload, Header, Status
-from numalogic.udfs.tools import _load_model
+from numalogic.udfs.tools import _load_artifact
 
 _LOGGER = logging.getLogger(__name__)
 
 # TODO: move to config
 LOCAL_CACHE_TTL = int(os.getenv("LOCAL_CACHE_TTL", "3600"))
 LOCAL_CACHE_SIZE = int(os.getenv("LOCAL_CACHE_SIZE", "10000"))
+LOAD_LATEST = os.getenv("LOAD_LATEST", "false").lower() == "true"
 
 
 class InferenceUDF(NumalogicUDF):
@@ -112,11 +113,12 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # Forward payload if a training request is tagged
         if payload.header == Header.TRAIN_REQUEST:
             return Messages(Message(keys=keys, value=payload.to_json()))
-        artifact_data = _load_model(
+        artifact_data, payload = _load_artifact(
             skeys=keys,
             dkeys=[self.get_conf(payload.config_id).numalogic_conf.model.name],
             payload=payload,
             model_registry=self.model_registry,
+            load_latest=LOAD_LATEST,
         )
 
         # TODO: revisit retraining logic
diff --git a/numalogic/udfs/postprocess.py b/numalogic/udfs/postprocess.py
index cb8263d7..338e6c46 100644
--- a/numalogic/udfs/postprocess.py
+++ b/numalogic/udfs/postprocess.py
@@ -16,11 +16,12 @@
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import StreamPayload, Header, Status, TrainerPayload, OutputPayload
-from numalogic.udfs.tools import _load_model
+from numalogic.udfs.tools import _load_artifact
 
 # TODO: move to config
 LOCAL_CACHE_TTL = int(os.getenv("LOCAL_CACHE_TTL", "3600"))
 LOCAL_CACHE_SIZE = int(os.getenv("LOCAL_CACHE_SIZE", "10000"))
+LOAD_LATEST = os.getenv("LOAD_LATEST", "false").lower() == "true"
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -88,8 +89,12 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         postprocess_cfg = self.get_conf(payload.config_id).numalogic_conf.postprocess
 
         # load artifact
-        thresh_artifact = _load_model(
-            skeys=keys, dkeys=[thresh_cfg.name], payload=payload, model_registry=self.model_registry
+        thresh_artifact, payload = _load_artifact(
+            skeys=keys,
+            dkeys=[thresh_cfg.name],
+            payload=payload,
+            model_registry=self.model_registry,
+            load_latest=LOAD_LATEST,
         )
         postproc_clf = self.postproc_factory.get_instance(postprocess_cfg)
 
diff --git a/numalogic/udfs/preprocess.py b/numalogic/udfs/preprocess.py
index f3001105..b84d91f8 100644
--- a/numalogic/udfs/preprocess.py
+++ b/numalogic/udfs/preprocess.py
@@ -16,11 +16,12 @@
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import Status, Header
-from numalogic.udfs.tools import make_stream_payload, get_df, _load_model
+from numalogic.udfs.tools import make_stream_payload, get_df, _load_artifact
 
 # TODO: move to config
 LOCAL_CACHE_TTL = int(os.getenv("LOCAL_CACHE_TTL", "3600"))
 LOCAL_CACHE_SIZE = int(os.getenv("LOCAL_CACHE_SIZE", "10000"))
+LOAD_LATEST = os.getenv("LOAD_LATEST", "false").lower() == "true"
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -108,7 +109,7 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         if any(
             [_conf.stateful for _conf in self.get_conf(payload.config_id).numalogic_conf.preprocess]
         ):
-            preproc_artifact = _load_model(
+            preproc_artifact, payload = _load_artifact(
                 skeys=keys,
                 dkeys=[
                     _conf.name
@@ -116,6 +117,7 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
                 ],
                 payload=payload,
                 model_registry=self.model_registry,
+                load_latest=LOAD_LATEST,
             )
             if preproc_artifact:
                 preproc_clf = preproc_artifact.artifact
diff --git a/numalogic/udfs/tools.py b/numalogic/udfs/tools.py
index ad831bc6..5c3ed61a 100644
--- a/numalogic/udfs/tools.py
+++ b/numalogic/udfs/tools.py
@@ -66,9 +66,13 @@ def make_stream_payload(
 
 
 # TODO: move to base NumalogicUDF class
-def _load_model(
-    skeys: KEYS, dkeys: KEYS, payload: StreamPayload, model_registry: ArtifactManager
-) -> Optional[ArtifactData]:
+def _load_artifact(
+    skeys: KEYS,
+    dkeys: KEYS,
+    payload: StreamPayload,
+    model_registry: ArtifactManager,
+    load_latest: bool,
+) -> tuple[Optional[ArtifactData], StreamPayload]:
     """
     Load artifact from redis
     Args:
@@ -80,27 +84,35 @@ def _load_model(
     Returns
     -------
     artifact_t object
+    StreamPayload object
 
     """
     version_to_load = "-1"
-    str_dkeys = ":".join(dkeys)
     if payload.metadata and "artifact_versions" in payload.metadata:
-        version_to_load = payload.metadata["artifact_versions"][str_dkeys]
+        version_to_load = payload.metadata["artifact_versions"][":".join(dkeys)]
+        _LOGGER.info("%s - Found version info for keys: %s, %s", payload.uuid, skeys, dkeys)
+    else:
+        _LOGGER.info(
+            "%s - No version info passed on! Loading latest artifact version for Keys: %s",
+            payload.uuid,
+            skeys,
+        )
+        load_latest = True
     try:
-        if version_to_load == -1:
+        if load_latest:
             artifact = model_registry.load(skeys=skeys, dkeys=dkeys)
         else:
             artifact = model_registry.load(
                 skeys=skeys, dkeys=dkeys, latest=False, version=version_to_load
             )
     except RedisRegistryError:
-        _LOGGER.exception(
+        _LOGGER.warning(
             "%s - Error while fetching artifact, Keys: %s, Metrics: %s",
             payload.uuid,
             skeys,
             payload.metrics,
         )
-        return None
+        return None, payload
 
     except Exception:
         _LOGGER.exception(
@@ -109,7 +121,7 @@ def _load_model(
             payload.composite_keys,
             payload.metrics,
         )
-        return None
+        return None, payload
     else:
         _LOGGER.info(
             "%s - Loaded Model. Source: %s , version: %s, Keys: %s, %s",
@@ -120,11 +132,11 @@ def _load_model(
             dkeys,
         )
         if artifact.metadata and "artifact_versions" in artifact.metadata:
-            replace(
+            payload = replace(
                 payload,
                 metadata={
                     "artifact_versions": artifact.metadata["artifact_versions"],
                     **payload.metadata,
                 },
             )
-        return artifact
+        return artifact, payload
diff --git a/numalogic/udfs/trainer.py b/numalogic/udfs/trainer.py
index d5c2fe68..e9ecef22 100644
--- a/numalogic/udfs/trainer.py
+++ b/numalogic/udfs/trainer.py
@@ -201,7 +201,7 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # Save in reverse order so that version info is stored for other models in the
         # metadata of first model
         list_artifacts = [artifacts["threshold_clf"], artifacts["model"], artifacts["preproc_clf"]]
-        list_dkeys = [thresh_dkeys, preproc_dkeys, model_dkeys]
+        list_dkeys = [thresh_dkeys, model_dkeys, preproc_dkeys]
         list_dkeys_save, list_artifacts_save = self.artifacts_to_save(
             list_dkeys=list_dkeys, list_artifacts=list_artifacts
         )
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index f58feca2..00000000
--- a/poetry.lock
+++ /dev/null
@@ -1,5159 +0,0 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
-
-[[package]]
-name = "aiohttp"
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-category = "dev"
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-    {file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
-]
-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-
-[[package]]
-name = "zipp"
-version = "3.16.2"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "main"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
-    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
-
-[extras]
-druid = ["pydruid"]
-dynamodb = ["boto3"]
-mlflow = ["mlflow-skinny"]
-numaflow = ["pynumaflow"]
-redis = ["redis"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = ">=3.9, <3.12"
-content-hash = "5340edac100acd328dff7dd1d2e9f1650205441a0bc8f95cfcaa6fc49d22d927"
diff --git a/pyproject.toml b/pyproject.toml
index 56108d78..5e5485f1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ mlflow-skinny = { version = ">2.0, <3.0", optional = true }
 redis = {extras = ["hiredis"], version = "^5.0", optional = true}
 pynumaflow = { version = "~0.4", optional = true }
 boto3 = { version = "^1.24.64", optional = true }
-pydruid= {git="git@github.com:cosmic-chichu/pydruid.git", branch = "master", optional = true }
+pydruid = {version = "^0.6", optional = true }
 
 [tool.poetry.extras]
 mlflow = ["mlflow-skinny"]
@@ -121,4 +121,4 @@ convention = "numpy"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 80199491..777ac2ec 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -210,7 +210,7 @@ def test_load_non_latest_model_twice(self):
             skeys=self.skeys, dkeys=self.dkeys, latest=False, version=old_version
         )
         self.assertEqual("registry", artifact_data_1.extras["source"])
-        self.assertEqual("registry", artifact_data_2.extras["source"])
+        self.assertEqual("cache", artifact_data_2.extras["source"])
 
     def test_delete_version(self):
         version = self.registry.save(
diff --git a/tests/udfs/test_postprocess.py b/tests/udfs/test_postprocess.py
index f4066afd..20aa361f 100644
--- a/tests/udfs/test_postprocess.py
+++ b/tests/udfs/test_postprocess.py
@@ -119,7 +119,7 @@ def test_postprocess_infer_model_stale(self):
             )
         )
         msg = self.udf(KEYS, Datum(keys=KEYS, value=orjson.dumps(data), **DATUM_KW))
-        self.assertEqual(1, len(msg))
+        self.assertEqual(2, len(msg))
 
     def test_postprocess_all_model_present(self):
         data = deepcopy(DATA)
diff --git a/tests/udfs/test_preprocess.py b/tests/udfs/test_preprocess.py
index a9802a70..487bf524 100644
--- a/tests/udfs/test_preprocess.py
+++ b/tests/udfs/test_preprocess.py
@@ -45,13 +45,13 @@ def setUp(self) -> None:
         self.udf1 = PreprocessUDF(REDIS_CLIENT, pl_conf=pl_conf)
         self.udf2 = PreprocessUDF(REDIS_CLIENT, pl_conf=pl_conf_2)
         self.udf1.register_conf("druid-config", pl_conf.stream_confs["druid-config"])
-        self.udf1.register_conf("druid-config", pl_conf_2.stream_confs["druid-config"])
+        self.udf2.register_conf("druid-config", pl_conf_2.stream_confs["druid-config"])
 
     def tearDown(self) -> None:
         REDIS_CLIENT.flushall()
 
     def test_preprocess_load_from_registry(self):
-        msgs = self.udf1(
+        msgs = self.udf2(
             KEYS,
             DATUM,
         )
@@ -61,7 +61,7 @@ def test_preprocess_load_from_registry(self):
         self.assertEqual(payload.header, Header.MODEL_INFERENCE)
 
     def test_preprocess_load_from_config(self):
-        msgs = self.udf2(
+        msgs = self.udf1(
             KEYS,
             DATUM,
         )

From b03f9f9f7b21ce443ba143cd2c8cc1b60a035109 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Mon, 11 Sep 2023 18:34:24 -0700
Subject: [PATCH 03/17] update poetry.lock

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 poetry.lock | 4963 +++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 4963 insertions(+)
 create mode 100644 poetry.lock

diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..ed2ca515
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,4963 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohttp"
+version = "3.8.5"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.6"
+files = [
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+    {file = "aiohttp-3.8.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:13bf85afc99ce6f9ee3567b04501f18f9f8dbbb2ea11ed1a2e079670403a7c84"},
+    {file = "aiohttp-3.8.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ce2ac5708501afc4847221a521f7e4b245abf5178cf5ddae9d5b3856ddb2f3a"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:96943e5dcc37a6529d18766597c491798b7eb7a61d48878611298afc1fca946c"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2ad5c3c4590bb3cc28b4382f031f3783f25ec223557124c68754a2231d989e2b"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0c413c633d0512df4dc7fd2373ec06cc6a815b7b6d6c2f208ada7e9e93a5061d"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:df72ac063b97837a80d80dec8d54c241af059cc9bb42c4de68bd5b61ceb37caa"},
+    {file = "aiohttp-3.8.5-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c48c5c0271149cfe467c0ff8eb941279fd6e3f65c9a388c984e0e6cf57538e14"},
+    {file = "aiohttp-3.8.5-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:368a42363c4d70ab52c2c6420a57f190ed3dfaca6a1b19afda8165ee16416a82"},
+    {file = "aiohttp-3.8.5-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:7607ec3ce4993464368505888af5beb446845a014bc676d349efec0e05085905"},
+    {file = "aiohttp-3.8.5-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:0d21c684808288a98914e5aaf2a7c6a3179d4df11d249799c32d1808e79503b5"},
+    {file = "aiohttp-3.8.5-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:312fcfbacc7880a8da0ae8b6abc6cc7d752e9caa0051a53d217a650b25e9a691"},
+    {file = "aiohttp-3.8.5-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:ad093e823df03bb3fd37e7dec9d4670c34f9e24aeace76808fc20a507cace825"},
+    {file = "aiohttp-3.8.5-cp310-cp310-win32.whl", hash = "sha256:33279701c04351a2914e1100b62b2a7fdb9a25995c4a104259f9a5ead7ed4802"},
+    {file = "aiohttp-3.8.5-cp310-cp310-win_amd64.whl", hash = "sha256:6e4a280e4b975a2e7745573e3fc9c9ba0d1194a3738ce1cbaa80626cc9b4f4df"},
+    {file = "aiohttp-3.8.5-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ae871a964e1987a943d83d6709d20ec6103ca1eaf52f7e0d36ee1b5bebb8b9b9"},
+    {file = "aiohttp-3.8.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:461908b2578955045efde733719d62f2b649c404189a09a632d245b445c9c975"},
+    {file = "aiohttp-3.8.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:72a860c215e26192379f57cae5ab12b168b75db8271f111019509a1196dfc780"},
+    {file = "aiohttp-3.8.5-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cc14be025665dba6202b6a71cfcdb53210cc498e50068bc088076624471f8bb9"},
+    {file = "aiohttp-3.8.5-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8af740fc2711ad85f1a5c034a435782fbd5b5f8314c9a3ef071424a8158d7f6b"},
+    {file = "aiohttp-3.8.5-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:841cd8233cbd2111a0ef0a522ce016357c5e3aff8a8ce92bcfa14cef890d698f"},
+    {file = "aiohttp-3.8.5-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5ed1c46fb119f1b59304b5ec89f834f07124cd23ae5b74288e364477641060ff"},
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+
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+idna = ">=2.0"
+multidict = ">=4.0"
+
+[[package]]
+name = "zipp"
+version = "3.16.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
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+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[extras]
+druid = ["pydruid"]
+dynamodb = ["boto3"]
+mlflow = ["mlflow-skinny"]
+numaflow = ["pynumaflow"]
+redis = ["redis"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.9, <3.12"
+content-hash = "899239bed4f29bd788fa45e49bdd8fae699a8e9013336b683a4169d418b0b9ba"

From 965c9c5711229e873ec468e84a9bfcc5f2d5bcaa Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Tue, 12 Sep 2023 16:12:26 -0700
Subject: [PATCH 04/17] fix: test cases

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 numalogic/registry/redis_registry.py  |   4 +-
 poetry.lock                           | 378 ++++++++++++++------------
 pyproject.toml                        |   2 +-
 tests/registry/test_redis_registry.py |  13 +
 4 files changed, 221 insertions(+), 176 deletions(-)

diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index a5e3eadf..4114c024 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -385,6 +385,8 @@ def save_multiple(
             metadata: additional metadata surrounding the artifact that needs to be saved.
         """
         dict_model_ver = {}
+        if len(list_artifacts) != len(list_dkeys):
+            raise IndexError("artifact list and dkeys list should have same length!")
         try:
             with self.client.pipeline(transaction=self.transactional) as pipe:
                 pipe.multi()
@@ -405,7 +407,5 @@ def save_multiple(
             _LOGGER.info("Successfully saved all the artifacts with: %s", dict_model_ver)
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
-        except IndexError as index_err:
-            raise RedisRegistryError(f"{index_err.__class__.__name__} raised") from index_err
         else:
             return dict_model_ver
diff --git a/poetry.lock b/poetry.lock
index ed2ca515..dcbb17fd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -415,17 +415,17 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.28.45"
+version = "1.28.46"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.28.45-py3-none-any.whl", hash = "sha256:682abbd304e93e726163d7de7448c1bf88108c72cf6a23dceb6bba86fdc86dff"},
-    {file = "boto3-1.28.45.tar.gz", hash = "sha256:4ee914266c9bed16978677a367fd05053d8dcaddcbe998c9df30787ab73f87aa"},
+    {file = "boto3-1.28.46-py3-none-any.whl", hash = "sha256:04445d70127c25fad69e2cab7e3f5cb219c8d6e60463af3657f20e29ac517957"},
+    {file = "boto3-1.28.46.tar.gz", hash = "sha256:2ca2852f7b7c1bc2e56f10f968d4c8483c8228b935ecd89a444ae8292ad0dc24"},
 ]
 
 [package.dependencies]
-botocore = ">=1.31.45,<1.32.0"
+botocore = ">=1.31.46,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -434,13 +434,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.31.45"
+version = "1.31.46"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">= 3.7"
 files = [
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+    {file = "botocore-1.31.46-py3-none-any.whl", hash = "sha256:ac0c1258b1782cde42950bd00138fdce6bd7d04855296af8c326d5844a426473"},
+    {file = "botocore-1.31.46.tar.gz", hash = "sha256:6c30be3371624a80d6a881d9c7771a80e0eb82697ee374aaf522cd59b76e14dd"},
 ]
 
 [package.dependencies]
@@ -960,33 +960,29 @@ urllib3 = ">=1.26.7,<2.0.0"
 
 [[package]]
 name = "debugpy"
-version = "1.7.0"
+version = "1.8.0"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "debugpy-1.8.0.zip", hash = "sha256:12af2c55b419521e33d5fb21bd022df0b5eb267c3e178f1d374a63a2a6bdccd0"},
 ]
 
 [[package]]
@@ -1319,18 +1315,21 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.35"
+version = "3.1.36"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.35-py3-none-any.whl", hash = "sha256:c19b4292d7a1d3c0f653858db273ff8a6614100d1eb1528b014ec97286193c09"},
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+    {file = "GitPython-3.1.36-py3-none-any.whl", hash = "sha256:8d22b5cfefd17c79914226982bb7851d6ade47545b1735a9d010a2a4c26d8388"},
+    {file = "GitPython-3.1.36.tar.gz", hash = "sha256:4bb0c2a6995e85064140d31a33289aa5dce80133a23d36fcd372d716c54d3ebf"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
+[package.extras]
+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-sugar", "virtualenv"]
+
 [[package]]
 name = "google-api-core"
 version = "2.11.1"
@@ -2201,13 +2200,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.24.0"
+version = "2.25.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2215,15 +2214,15 @@ babel = ">=2.10"
 importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
 jinja2 = ">=3.0.3"
 json5 = ">=0.9.0"
-jsonschema = ">=4.17.3"
+jsonschema = ">=4.18.0"
 jupyter-server = ">=1.21,<3"
 packaging = ">=21.3"
-requests = ">=2.28"
+requests = ">=2.31"
 
 [package.extras]
 docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
-openapi = ["openapi-core (>=0.16.1,<0.17.0)", "ruamel-yaml"]
-test = ["hatch", "ipykernel", "jupyterlab-server[openapi]", "openapi-spec-validator (>=0.5.1,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
+openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.7.0)", "pytest (>=7.0)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -2473,52 +2472,58 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.7.2"
+version = "3.7.3"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -2527,11 +2532,12 @@ cycler = ">=0.10"
 fonttools = ">=4.22.0"
 importlib-resources = {version = ">=3.2.0", markers = "python_version < \"3.10\""}
 kiwisolver = ">=1.0.1"
-numpy = ">=1.20"
+numpy = ">=1.20,<2"
 packaging = ">=20.0"
 pillow = ">=6.2.0"
-pyparsing = ">=2.3.1,<3.1"
+pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
+setuptools_scm = ">=7"
 
 [[package]]
 name = "matplotlib-inline"
@@ -2560,13 +2566,13 @@ files = [
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.6.0"
+version = "2.7.0"
 description = "MLflow: A Platform for ML Development and Productionization"
 optional = true
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -2587,7 +2593,7 @@ sqlparse = ">=0.4.0,<1"
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 databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "google-cloud-storage (>=1.30.0)"]
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-gateway = ["aiohttp (<4)", "fastapi (<1)", "psutil (<6)", "pydantic (>=1.0,<2)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
+gateway = ["aiohttp (<4)", "fastapi (<1)", "psutil (<6)", "pydantic (>=1.0,<3)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 sqlserver = ["mlflow-dbstore"]
 
 [[package]]
@@ -2928,32 +2934,32 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
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 python-versions = ">=3.8"
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 [package.dependencies]
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+version = "2.8.6"
 description = "Fast numerical expression evaluator for NumPy"
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 ]
 
 [package.dependencies]
@@ -3540,13 +3546,12 @@ files = [
 
 [[package]]
 name = "pydruid"
-version = "0.6.5"
-description = "A Python connector for Druid."
+version = "0.999.0dev"
+description = ""
 optional = true
 python-versions = "*"
-files = [
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-]
+files = []
+develop = false
 
 [package.dependencies]
 requests = "*"
@@ -3557,6 +3562,12 @@ cli = ["prompt_toolkit (>=2.0.0)", "pygments", "tabulate"]
 pandas = ["pandas"]
 sqlalchemy = ["sqlalchemy"]
 
+[package.source]
+type = "git"
+url = "https://github.com/cosmic-chichu/pydruid.git"
+reference = "master"
+resolved_reference = "0ce16bcfd2dd666ff5294469cc47263acafca1d7"
+
 [[package]]
 name = "pygments"
 version = "2.16.1"
@@ -3620,13 +3631,13 @@ protobuf = ">=3.20,<5.0"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.9"
+version = "3.1.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
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+    {file = "pyparsing-3.1.1-py3-none-any.whl", hash = "sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb"},
+    {file = "pyparsing-3.1.1.tar.gz", hash = "sha256:ede28a1a32462f5a9705e07aea48001a08f7cf81a021585011deba701581a0db"},
 ]
 
 [package.extras]
@@ -4205,28 +4216,28 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.0.288"
+version = "0.0.289"
 description = "An extremely fast Python linter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ruff-0.0.288-py3-none-macosx_10_7_x86_64.whl", hash = "sha256:64c01615b8640c703a56a1eac3114a653166eafa5d416ffc9e6cafbfb86ab927"},
-    {file = "ruff-0.0.288-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:84691fd3c8edd705c27eb7ccf745a3530c31e4c83010f9ce20e0b9eb0578f099"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e08c81394ae272b1595580dad1bfc62de72d9356c51e76b5c2fdd546f84e6168"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:db1de2ac1de219f29c12940b429fe365974c3d9f69464c4660c06e4b4b284dba"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bd9977eee17d7f29beca74b478f6930c7dd006d486bac615c849a3436384fc28"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:2d5df4a49eaa11536776b1efcc4e88e373b205a958712185de8e4ae287397614"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:10feeabd15e2c6e06bce75aa97e806009cf909261cd124f24ef832385914aae9"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0496556da7b413279370cae7de001a0415279e9318dc1fabd447a3ca7b398bce"},
-    {file = "ruff-0.0.288-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef9a6563bbacfc7afdba04722d742db4f1961ab6f398a2e305b43c21d418c149"},
-    {file = "ruff-0.0.288-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:ea0535d48f674d6a6bf1e6fb1a18c40622cb6496b0994cfdcd7aec763ef8b589"},
-    {file = "ruff-0.0.288-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:e450e50a936409439bf4e28e85412622693350cf4da89c69e1f14af21ddbc467"},
-    {file = "ruff-0.0.288-py3-none-musllinux_1_2_i686.whl", hash = "sha256:28ee03358e4eb89e843cb4fd9cf0406eb603a7e060436ffc623b29544e374c2b"},
-    {file = "ruff-0.0.288-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:13d1e6cef389dc0238ef0e97e25561c925bf255d0f59f70ed2d6bd0a13fdd7b0"},
-    {file = "ruff-0.0.288-py3-none-win32.whl", hash = "sha256:7534da2f1e724b87a5041615652bca7c6e721f90ae3a01d1d8e965d08a615038"},
-    {file = "ruff-0.0.288-py3-none-win_amd64.whl", hash = "sha256:73066b1da66b3d4942cce8c90fd6e09108851e0867a5f7071255d1b99aee3e75"},
-    {file = "ruff-0.0.288-py3-none-win_arm64.whl", hash = "sha256:6ca84861bf046e4365e20f4d664dc0aa02b377a6896a393dad716e033ac47a65"},
-    {file = "ruff-0.0.288.tar.gz", hash = "sha256:71eb3e09cb47cc02c13c6dc5561055b913572995cf5fa8286948f938bc464621"},
+    {file = "ruff-0.0.289-py3-none-macosx_10_7_x86_64.whl", hash = "sha256:c9a89d748e90c840bac9c37afe90cf13a5bfd460ca02ea93dad9d7bee3af03b4"},
+    {file = "ruff-0.0.289-py3-none-macosx_10_9_x86_64.macosx_11_0_arm64.macosx_10_9_universal2.whl", hash = "sha256:7f7396c6ea01ba332a6ad9d47642bac25d16bd2076aaa595b001f58b2f32ff05"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7180de86c8ecd39624dec1699136f941c07e723201b4ce979bec9e7c67b40ad2"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:73f37c65508203dd01a539926375a10243769c20d4fcab3fa6359cd3fbfc54b7"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1c14abcd7563b5c80be2dd809eeab20e4aa716bf849860b60a22d87ddf19eb88"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:91b6d63b6b46d4707916472c91baa87aa0592e73f62a80ff55efdf6c0668cfd6"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6479b8c4be3c36046c6c92054762b276fa0fddb03f6b9a310fbbf4c4951267fd"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c5424318c254bcb091cb67e140ec9b9f7122074e100b06236f252923fb41e767"},
+    {file = "ruff-0.0.289-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4daa90865796aedcedf0d8897fdd4cd09bf0ddd3504529a4ccf211edcaff3c7d"},
+    {file = "ruff-0.0.289-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:8057e8ab0016c13b9419bad119e854f881e687bd96bc5e2d52c8baac0f278a44"},
+    {file = "ruff-0.0.289-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7eebfab2e6a6991908ff1bf82f2dc1e5095fc7e316848e62124526837b445f4d"},
+    {file = "ruff-0.0.289-py3-none-musllinux_1_2_i686.whl", hash = "sha256:ebc7af550018001a7fb39ca22cdce20e1a0de4388ea4a007eb5c822f6188c297"},
+    {file = "ruff-0.0.289-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:6e4e6eccb753efe760ba354fc8e9f783f6bba71aa9f592756f5bd0d78db898ed"},
+    {file = "ruff-0.0.289-py3-none-win32.whl", hash = "sha256:bbb3044f931c09cf17dbe5b339896eece0d6ac10c9a86e172540fcdb1974f2b7"},
+    {file = "ruff-0.0.289-py3-none-win_amd64.whl", hash = "sha256:6d043c5456b792be2615a52f16056c3cf6c40506ce1f2d6f9d3083cfcb9eeab6"},
+    {file = "ruff-0.0.289-py3-none-win_arm64.whl", hash = "sha256:04a720bcca5e987426bb14ad8b9c6f55e259ea774da1cbeafe71569744cfd20a"},
+    {file = "ruff-0.0.289.tar.gz", hash = "sha256:2513f853b0fc42f0339b7ab0d2751b63ce7a50a0032d2689b54b2931b3b866d7"},
 ]
 
 [[package]]
@@ -4348,13 +4359,13 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
-version = "68.2.1"
+version = "68.2.2"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "setuptools-68.2.1-py3-none-any.whl", hash = "sha256:eff96148eb336377ab11beee0c73ed84f1709a40c0b870298b0d058828761bae"},
-    {file = "setuptools-68.2.1.tar.gz", hash = "sha256:56ee14884fd8d0cd015411f4a13f40b4356775a0aefd9ebc1d3bfb9a1acb32f1"},
+    {file = "setuptools-68.2.2-py3-none-any.whl", hash = "sha256:b454a35605876da60632df1a60f736524eb73cc47bbc9f3f1ef1b644de74fd2a"},
+    {file = "setuptools-68.2.2.tar.gz", hash = "sha256:4ac1475276d2f1c48684874089fefcd83bd7162ddaafb81fac866ba0db282a87"},
 ]
 
 [package.extras]
@@ -4362,6 +4373,27 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.1)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
+[[package]]
+name = "setuptools-scm"
+version = "7.1.0"
+description = "the blessed package to manage your versions by scm tags"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "setuptools_scm-7.1.0-py3-none-any.whl", hash = "sha256:73988b6d848709e2af142aa48c986ea29592bbcfca5375678064708205253d8e"},
+    {file = "setuptools_scm-7.1.0.tar.gz", hash = "sha256:6c508345a771aad7d56ebff0e70628bf2b0ec7573762be9960214730de278f27"},
+]
+
+[package.dependencies]
+packaging = ">=20.0"
+setuptools = "*"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+typing-extensions = "*"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -4960,4 +4992,4 @@ redis = ["redis"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.12"
-content-hash = "899239bed4f29bd788fa45e49bdd8fae699a8e9013336b683a4169d418b0b9ba"
+content-hash = "88c108c2c19c66d5fe5042c2ba5c996ba9057e4be5cda949e4a176efd516e0a0"
diff --git a/pyproject.toml b/pyproject.toml
index 5e5485f1..2f89929f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ mlflow-skinny = { version = ">2.0, <3.0", optional = true }
 redis = {extras = ["hiredis"], version = "^5.0", optional = true}
 pynumaflow = { version = "~0.4", optional = true }
 boto3 = { version = "^1.24.64", optional = true }
-pydruid = {version = "^0.6", optional = true }
+pydruid = {git = "https://github.com/cosmic-chichu/pydruid.git", rev = "master", optional =true}
 
 [tool.poetry.extras]
 mlflow = ["mlflow-skinny"]
diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 777ac2ec..387c9a3c 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -239,3 +239,16 @@ def test_exception_call2(self):
     def test_exception_call3(self):
         with self.assertRaises(RedisRegistryError):
             self.registry.delete(skeys=self.skeys, dkeys=self.dkeys, version="0")
+
+    @patch("redis.Redis.set", Mock(side_effect=ConnectionError))
+    def test_exception_call4(self):
+        with self.assertRaises(RedisRegistryError):
+            self.registry.save_multiple(
+                skeys=self.skeys, list_dkeys=[self.dkeys], list_artifacts=[self.pytorch_model]
+            )
+
+    def test_exception_call5(self):
+        with self.assertRaises(IndexError):
+            self.registry.save_multiple(
+                skeys=self.skeys, list_dkeys=[self.dkeys], list_artifacts=[]
+            )

From b230ce812a2594050752dd6a646ba33890a12f54 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Tue, 12 Sep 2023 16:14:48 -0700
Subject: [PATCH 05/17] fix: update version

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 2f89929f..7ebe508e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.6.0a0"
+version = "0.6.0a1"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]

From d00258fae6a0fa729ae5686495d3a18e08f3696b Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Tue, 12 Sep 2023 17:58:27 -0700
Subject: [PATCH 06/17] update  workflows

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 .github/workflows/ci.yml       | 2 +-
 .github/workflows/coverage.yml | 2 +-
 .github/workflows/pypi.yml     | 2 +-
 3 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 95a3e3e4..be49353b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -19,7 +19,7 @@ jobs:
     - uses: actions/checkout@v3
 
     - name: Install poetry
-      run: pipx install poetry==1.5.1
+      run: pipx install poetry==1.6.1
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index e6096865..2f1b6b00 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -19,7 +19,7 @@ jobs:
     - uses: actions/checkout@v3
 
     - name: Install poetry
-      run: pipx install poetry==1.5.1
+      run: pipx install poetry==1.6.1
 
     - name: Set up Python ${{ matrix.python-version }}
       uses: actions/setup-python@v4
diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
index 0189ea15..3e435c39 100644
--- a/.github/workflows/pypi.yml
+++ b/.github/workflows/pypi.yml
@@ -19,7 +19,7 @@ jobs:
       - uses: actions/checkout@v3
 
       - name: Install poetry
-        run: pipx install poetry==1.5.1
+        run: pipx install poetry==1.6.1
 
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v4

From ba9372defe7347d09fa5e446e3bcb5aa070cb7e6 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Tue, 12 Sep 2023 18:20:20 -0700
Subject: [PATCH 07/17] fix: update version

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 pyproject.toml                         |  2 +-
 tests/registry/test_mlflow_registry.py | 19 -------------------
 2 files changed, 1 insertion(+), 20 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 7ebe508e..5d86bd1b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.6.0a1"
+version = "0.6.0a2"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]
diff --git a/tests/registry/test_mlflow_registry.py b/tests/registry/test_mlflow_registry.py
index 6c96a513..068ae8f8 100644
--- a/tests/registry/test_mlflow_registry.py
+++ b/tests/registry/test_mlflow_registry.py
@@ -7,7 +7,6 @@
 from mlflow.exceptions import RestException
 from mlflow.protos.databricks_pb2 import RESOURCE_DOES_NOT_EXIST, ErrorCode, RESOURCE_LIMIT_EXCEEDED
 from mlflow.store.entities import PagedList
-from sklearn.ensemble import RandomForestRegressor
 
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import MLflowRegistry, ArtifactData, LocalLRUCache
@@ -118,24 +117,6 @@ def test_load_model_when_pytorch_model_exist2(self):
         self.assertEqual(data.metadata, {})
         self.assertIsInstance(data.artifact, VanillaAE)
 
-    @patch("mlflow.sklearn.log_model", mock_log_model_sklearn)
-    @patch("mlflow.start_run", Mock(return_value=ActiveRun(return_sklearn_rundata())))
-    @patch("mlflow.active_run", Mock(return_value=return_sklearn_rundata()))
-    @patch("mlflow.tracking.MlflowClient.transition_model_version_stage", mock_transition_stage)
-    @patch("mlflow.tracking.MlflowClient.get_latest_versions", mock_get_model_version)
-    @patch("mlflow.tracking.MlflowClient.search_model_versions", mock_list_of_model_version2)
-    @patch("mlflow.sklearn.load_model", Mock(return_value=RandomForestRegressor()))
-    @patch("mlflow.tracking.MlflowClient.get_run", Mock(return_value=return_empty_rundata()))
-    def test_load_model_when_sklearn_model_exist(self):
-        model = self.model_sklearn
-        ml = MLflowRegistry(TRACKING_URI)
-        skeys = self.skeys
-        dkeys = self.dkeys
-        ml.save(skeys=skeys, dkeys=dkeys, artifact=model)
-        data = ml.load(skeys=skeys, dkeys=dkeys, artifact_type="sklearn")
-        self.assertIsInstance(data.artifact, RandomForestRegressor)
-        self.assertEqual(data.metadata, {})
-
     @patch("mlflow.pytorch.log_model", mock_log_model_pytorch())
     @patch("mlflow.start_run", Mock(return_value=ActiveRun(return_empty_rundata())))
     @patch("mlflow.active_run", Mock(return_value=return_empty_rundata()))

From b30b808e8bd10244f99d0152c94fcab2dc94eb81 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Tue, 12 Sep 2023 18:58:23 -0700
Subject: [PATCH 08/17] fix: mlflow test case

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 tests/registry/test_mlflow_registry.py | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/tests/registry/test_mlflow_registry.py b/tests/registry/test_mlflow_registry.py
index 068ae8f8..e64fb9dc 100644
--- a/tests/registry/test_mlflow_registry.py
+++ b/tests/registry/test_mlflow_registry.py
@@ -7,6 +7,7 @@
 from mlflow.exceptions import RestException
 from mlflow.protos.databricks_pb2 import RESOURCE_DOES_NOT_EXIST, ErrorCode, RESOURCE_LIMIT_EXCEEDED
 from mlflow.store.entities import PagedList
+from sklearn.preprocessing import StandardScaler
 
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import MLflowRegistry, ArtifactData, LocalLRUCache
@@ -117,6 +118,30 @@ def test_load_model_when_pytorch_model_exist2(self):
         self.assertEqual(data.metadata, {})
         self.assertIsInstance(data.artifact, VanillaAE)
 
+    @patch("mlflow.sklearn.log_model", mock_log_model_sklearn)
+    @patch("mlflow.start_run", Mock(return_value=ActiveRun(return_sklearn_rundata())))
+    @patch("mlflow.active_run", Mock(return_value=return_sklearn_rundata()))
+    @patch("mlflow.tracking.MlflowClient.transition_model_version_stage", mock_transition_stage)
+    @patch("mlflow.tracking.MlflowClient.get_latest_versions", mock_get_model_version)
+    @patch("mlflow.tracking.MlflowClient.search_model_versions", mock_list_of_model_version2)
+    @patch("mlflow.sklearn.load_model", Mock(return_value=StandardScaler()))
+    @patch("mlflow.tracking.MlflowClient.get_run", Mock(return_value=return_empty_rundata()))
+    @patch.object(
+        MLflowRegistry,
+        "load",
+        Mock(return_value=ArtifactData(artifact=StandardScaler(), extras=None, metadata={})),
+    )
+    def test_load_model_when_sklearn_model_exist(self):
+        ml = MLflowRegistry(TRACKING_URI)
+        skeys = self.skeys
+        dkeys = self.dkeys
+        scaler = StandardScaler()
+        ml.save(skeys=skeys, dkeys=dkeys, artifact=scaler)
+        data = ml.load(skeys=skeys, dkeys=dkeys)
+        print(data)
+        self.assertIsInstance(data.artifact, StandardScaler)
+        self.assertEqual(data.metadata, {})
+
     @patch("mlflow.pytorch.log_model", mock_log_model_pytorch())
     @patch("mlflow.start_run", Mock(return_value=ActiveRun(return_empty_rundata())))
     @patch("mlflow.active_run", Mock(return_value=return_empty_rundata()))

From 25ba2bcfdf84d2482230c0b164564402d4e16cf3 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 11:58:33 -0700
Subject: [PATCH 09/17] fix: remove add_metadata

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 numalogic/udfs/__main__.py     | 2 --
 numalogic/udfs/entities.py     | 3 ---
 numalogic/udfs/tools.py        | 6 +++++-
 tests/udfs/test_inference.py   | 1 -
 tests/udfs/test_postprocess.py | 6 ++----
 5 files changed, 7 insertions(+), 11 deletions(-)

diff --git a/numalogic/udfs/__main__.py b/numalogic/udfs/__main__.py
index d787df95..5c63936d 100644
--- a/numalogic/udfs/__main__.py
+++ b/numalogic/udfs/__main__.py
@@ -17,8 +17,6 @@
 
 redis_client = get_redis_client_from_conf(pipeline_conf.redis_conf)
 
-for key in redis_client.scan_iter("*"):
-    redis_client.delete(key)
 if __name__ == "__main__":
     set_logger()
     step = sys.argv[1]
diff --git a/numalogic/udfs/entities.py b/numalogic/udfs/entities.py
index 4044e6e5..ba4f75bd 100644
--- a/numalogic/udfs/entities.py
+++ b/numalogic/udfs/entities.py
@@ -81,9 +81,6 @@ def get_data(self, original=False) -> npt.NDArray[float]:
     def get_metadata(self, key: str) -> dict[str, Any]:
         return copy(self.metadata[key])
 
-    def add_metadata(self, data: dict[str, Any]):
-        self.metadata.update(data)
-
     def __str__(self) -> str:
         return (
             f'"StreamPayload(header={self.header}, status={self.status}, '
diff --git a/numalogic/udfs/tools.py b/numalogic/udfs/tools.py
index 5c3ed61a..b2dee9de 100644
--- a/numalogic/udfs/tools.py
+++ b/numalogic/udfs/tools.py
@@ -131,7 +131,11 @@ def _load_artifact(
             skeys,
             dkeys,
         )
-        if artifact.metadata and "artifact_versions" in artifact.metadata:
+        if (
+            artifact.metadata
+            and "artifact_versions" in artifact.metadata
+            and "artifact_versions" not in payload.metadata
+        ):
             payload = replace(
                 payload,
                 metadata={
diff --git a/tests/udfs/test_inference.py b/tests/udfs/test_inference.py
index 5536cfec..ad07e3d4 100644
--- a/tests/udfs/test_inference.py
+++ b/tests/udfs/test_inference.py
@@ -84,7 +84,6 @@ class TestInferenceUDF(unittest.TestCase):
     def setUp(self) -> None:
         self.udf = InferenceUDF(REDIS_CLIENT)
         self.udf.register_conf("conf1", StreamConf(config_id="conf1"))
-        print(self.udf.get_conf("conf1"))
 
     @patch.object(
         RedisRegistry,
diff --git a/tests/udfs/test_postprocess.py b/tests/udfs/test_postprocess.py
index 20aa361f..4df25ca7 100644
--- a/tests/udfs/test_postprocess.py
+++ b/tests/udfs/test_postprocess.py
@@ -113,10 +113,8 @@ def test_postprocess_infer_model_stale(self):
         data = deepcopy(DATA)
         data["status"] = Status.ARTIFACT_STALE
         data["header"] = Header.MODEL_INFERENCE
-        print(
-            self.registry.save(
-                KEYS, ["StdDevThreshold"], StdDevThreshold().fit(np.asarray([[0, 1], [1, 2]]))
-            )
+        self.registry.save(
+            KEYS, ["StdDevThreshold"], StdDevThreshold().fit(np.asarray([[0, 1], [1, 2]]))
         )
         msg = self.udf(KEYS, Datum(keys=KEYS, value=orjson.dumps(data), **DATUM_KW))
         self.assertEqual(2, len(msg))

From e9f3f43b0ed3731efd0be83008e80552fee61000 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 16:36:45 -0700
Subject: [PATCH 10/17] fix: introduce namedtuple for artifacts

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 numalogic/config/_config.py          |  4 +-
 numalogic/registry/redis_registry.py | 27 +++++------
 numalogic/tools/types.py             |  4 +-
 numalogic/udfs/trainer.py            | 68 ++++++++++++++--------------
 tests/udfs/test_inference.py         | 11 ++++-
 tests/udfs/utility.py                | 20 ++++----
 6 files changed, 72 insertions(+), 62 deletions(-)

diff --git a/numalogic/config/_config.py b/numalogic/config/_config.py
index e9059637..cd33d484 100644
--- a/numalogic/config/_config.py
+++ b/numalogic/config/_config.py
@@ -83,9 +83,7 @@ class TrainerConf:
 class NumalogicConf:
     """Top level config schema for numalogic."""
 
-    model: ModelInfo = field(
-        default_factory=lambda: ModelInfo(name="VanillaAE", conf={"n_features": 2, "seq_len": 10})
-    )
+    model: ModelInfo = field(default_factory=ModelInfo)
     trainer: TrainerConf = field(default_factory=TrainerConf)
     preprocess: list[ModelInfo] = field(default_factory=list)
     threshold: ModelInfo = field(default_factory=lambda: ModelInfo(name="StdDevThreshold"))
diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index 4114c024..0f2aa93c 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -20,7 +20,7 @@
 from numalogic.registry.artifact import ArtifactManager, ArtifactData, ArtifactCache
 from numalogic.registry._serialize import loads, dumps
 from numalogic.tools.exceptions import ModelKeyNotFound, RedisRegistryError
-from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT
+from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT, artifact_tuple
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -369,8 +369,7 @@ def is_artifact_stale(artifact_data: ArtifactData, freq_hr: int) -> bool:
     def save_multiple(
         self,
         skeys: KEYS,
-        list_dkeys: list[KEYS],
-        list_artifacts: list[artifact_t],
+        dict_artifacts: dict[str, artifact_tuple],
         **metadata: META_VT,
     ):
         """
@@ -380,25 +379,27 @@ def save_multiple(
         Args:
         ----
             skeys: static key fields as list/tuple of strings
-            list_dkeys: list of dynamic key fields as list/tuple of strings
-            list_artifacts: list of primary artifacts to be saved
+
             metadata: additional metadata surrounding the artifact that needs to be saved.
         """
         dict_model_ver = {}
-        if len(list_artifacts) != len(list_dkeys):
-            raise IndexError("artifact list and dkeys list should have same length!")
         try:
             with self.client.pipeline(transaction=self.transactional) as pipe:
                 pipe.multi()
-                for count, (key, artifact) in enumerate(zip(list_dkeys, list_artifacts)):
-                    dict_model_ver[":".join(key)] = self.save(
-                        skeys=skeys, dkeys=key, artifact=artifact, pipe=pipe, **metadata
+                for key, value in dict_artifacts.items():
+                    dict_model_ver[":".join(value.dkeys)] = self.save(
+                        skeys=skeys,
+                        dkeys=value.dkeys,
+                        artifact=value.artifact,
+                        pipe=pipe,
+                        **metadata,
                     )
-                    if count == len(list_artifacts) - 1:
+
+                    if len(dict_artifacts) == len(dict_model_ver):
                         self.save(
                             skeys=skeys,
-                            dkeys=key,
-                            artifact=artifact,
+                            dkeys=value.dkeys,
+                            artifact=value.artifact,
                             pipe=pipe,
                             artifact_versions=dict_model_ver,
                             **metadata,
diff --git a/numalogic/tools/types.py b/numalogic/tools/types.py
index c2eb3045..778a5fc0 100644
--- a/numalogic/tools/types.py
+++ b/numalogic/tools/types.py
@@ -8,8 +8,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-
-
+from collections import namedtuple
 from collections.abc import Sequence
 from typing import Union, TypeVar, ClassVar
 
@@ -38,6 +37,7 @@
 META_VT = TypeVar("META_VT", str, int, float, list, dict)
 EXTRA_T = TypeVar("EXTRA_T", bound=dict[str, Union[str, list, dict]])
 KEYS = TypeVar("KEYS", bound=Sequence[str], covariant=True)
+artifact_tuple = namedtuple("artifact_tuple", ["dkeys", "artifact"])
 
 
 class Singleton(type):
diff --git a/numalogic/udfs/trainer.py b/numalogic/udfs/trainer.py
index e9ecef22..edc05be7 100644
--- a/numalogic/udfs/trainer.py
+++ b/numalogic/udfs/trainer.py
@@ -19,7 +19,7 @@
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import ConfigNotFoundError, RedisRegistryError
-from numalogic.tools.types import redis_client_t, artifact_t, KEYS
+from numalogic.tools.types import redis_client_t, artifact_t, KEYS, artifact_tuple
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import TrainerPayload
@@ -193,30 +193,24 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # Save artifacts
         # TODO perform multi-save here
         skeys = payload.composite_keys
-
-        preproc_dkeys = [_conf.name for _conf in _conf.numalogic_conf.preprocess]
-        model_dkeys = [_conf.numalogic_conf.model.name]
-        thresh_dkeys = [_conf.numalogic_conf.threshold.name]
-
-        # Save in reverse order so that version info is stored for other models in the
-        # metadata of first model
-        list_artifacts = [artifacts["threshold_clf"], artifacts["model"], artifacts["preproc_clf"]]
-        list_dkeys = [thresh_dkeys, model_dkeys, preproc_dkeys]
-        list_dkeys_save, list_artifacts_save = self.artifacts_to_save(
-            list_dkeys=list_dkeys, list_artifacts=list_artifacts
+        dict_artifacts = {
+            "postproc": artifact_tuple(
+                dkeys=[_conf.numalogic_conf.threshold.name], artifact=artifacts["threshold_clf"]
+            ),
+            "inference": artifact_tuple(
+                dkeys=[_conf.numalogic_conf.model.name], artifact=artifacts["model"]
+            ),
+            "preproc": artifact_tuple(
+                dkeys=[_conf.name for _conf in _conf.numalogic_conf.preprocess],
+                artifact=artifacts["preproc_clf"],
+            ),
+        }
+        self.artifacts_to_save(
+            skeys=skeys,
+            dict_artifacts=dict_artifacts,
+            model_registry=self.model_registry,
+            payload=payload,
         )
-        try:
-            ver_dict = self.model_registry.save_multiple(
-                skeys=skeys,
-                list_dkeys=list_dkeys_save,
-                list_artifacts=list_artifacts_save,
-                uuid=payload.uuid,
-                train_size=x_train.shape[0],
-            )
-        except RedisRegistryError:
-            _LOGGER.exception("%s - Error while saving Model with skeys: %s", payload.uuid, skeys)
-        else:
-            _LOGGER.info("%s - Artifact saved with with versions: %s", payload.uuid, ver_dict)
 
         _LOGGER.debug(
             "%s - Time taken in trainer: %.4f sec", payload.uuid, time.perf_counter() - _start_time
@@ -238,7 +232,7 @@ def _construct_preproc_clf(_conf: StreamConf) -> Optional[artifact_t]:
 
     @staticmethod
     def artifacts_to_save(
-        list_artifacts: list[artifact_t], list_dkeys: list[KEYS]
+        skeys, dict_artifacts: dict, model_registry, payload
     ) -> tuple[list[KEYS], list[artifact_t]]:
         """
         Identify what artifacts to save in to the registry.
@@ -252,16 +246,20 @@ def artifacts_to_save(
             Tuple of keys and artifacts
 
         """
-        artifacts_to_save = []
-        dkeys_to_save = []
-
-        # TODO check for statelessness from config
-        for artifact, dkeys in zip(list_artifacts, list_dkeys):
-            if artifact:
-                if not isinstance(artifact, StatelessTransformer):
-                    artifacts_to_save.append(artifact)
-                    dkeys_to_save.append(dkeys)
-        return dkeys_to_save, artifacts_to_save
+        for key, value in dict_artifacts.items():
+            if value.artifact:
+                if isinstance(value.artifact, StatelessTransformer):
+                    del dict_artifacts[key]
+        try:
+            ver_dict = model_registry.save_multiple(
+                skeys=skeys,
+                dict_artifacts=dict_artifacts,
+                uuid=payload.uuid,
+            )
+        except RedisRegistryError:
+            _LOGGER.exception("%s - Error while saving Model with skeys: %s", payload.uuid, skeys)
+        else:
+            _LOGGER.info("%s - Artifact saved with with versions: %s", payload.uuid, ver_dict)
 
     def _is_data_sufficient(self, payload: TrainerPayload, df: pd.DataFrame) -> bool:
         _conf = self.get_conf(payload.config_id)
diff --git a/tests/udfs/test_inference.py b/tests/udfs/test_inference.py
index ad07e3d4..feab6b7a 100644
--- a/tests/udfs/test_inference.py
+++ b/tests/udfs/test_inference.py
@@ -8,6 +8,7 @@
 from orjson import orjson
 from pynumaflow.function import Datum, DatumMetadata
 
+from numalogic.config import NumalogicConf, ModelInfo, TrainerConf, LightningTrainerConf
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import RedisRegistry, ArtifactData
 from numalogic.tools.exceptions import RedisRegistryError
@@ -83,7 +84,15 @@
 class TestInferenceUDF(unittest.TestCase):
     def setUp(self) -> None:
         self.udf = InferenceUDF(REDIS_CLIENT)
-        self.udf.register_conf("conf1", StreamConf(config_id="conf1"))
+        self.udf.register_conf(
+            "conf1",
+            StreamConf(
+                numalogic_conf=NumalogicConf(
+                    model=ModelInfo(name="VanillaAE", conf={"seq_len": 12, "n_features": 2}),
+                    trainer=TrainerConf(pltrainer_conf=LightningTrainerConf(max_epochs=1)),
+                )
+            ),
+        )
 
     @patch.object(
         RedisRegistry,
diff --git a/tests/udfs/utility.py b/tests/udfs/utility.py
index c9c2d058..38569fff 100644
--- a/tests/udfs/utility.py
+++ b/tests/udfs/utility.py
@@ -1,5 +1,6 @@
 import datetime
 import json
+from collections import namedtuple
 
 import numpy as np
 from pynumaflow.function import Datum, DatumMetadata
@@ -44,16 +45,19 @@ def store_in_redis(pl_conf, registry):
     if any(
         [_conf.stateful for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess]
     ):
+        artifact_tuple = namedtuple("artifact_tuple", ["dkeys", "artifact"])
         preproc_clf = make_pipeline(*preproc_clfs)
         preproc_clf.fit(np.asarray([[1, 3], [4, 6]]))
         registry.save_multiple(
             skeys=pl_conf.stream_confs["druid-config"].composite_keys,
-            list_dkeys=[
-                ["AE"],
-                [
-                    _conf.name
-                    for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess
-                ],
-            ],
-            list_artifacts=[VanillaAE(10), preproc_clf],
+            dict_artifacts={
+                "inference": artifact_tuple(dkeys=["AE"], artifact=VanillaAE(10)),
+                "preproc": artifact_tuple(
+                    dkeys=[
+                        _conf.name
+                        for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess
+                    ],
+                    artifact=preproc_clf,
+                ),
+            },
         )

From 9e3763f9ee935c047fce9e0e8764aecc7a4d8689 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 16:53:56 -0700
Subject: [PATCH 11/17] fix: add typing

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 dump.rdb                             | Bin 0 -> 184227 bytes
 numalogic/registry/redis_registry.py |   6 +++---
 numalogic/tools/types.py             |  11 ++++++++---
 numalogic/udfs/trainer.py            |  27 ++++++++++++++++-----------
 tests/udfs/utility.py                |   7 +++----
 5 files changed, 30 insertions(+), 21 deletions(-)
 create mode 100644 dump.rdb

diff --git a/dump.rdb b/dump.rdb
new file mode 100644
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diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index 0f2aa93c..0aec7530 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -20,7 +20,7 @@
 from numalogic.registry.artifact import ArtifactManager, ArtifactData, ArtifactCache
 from numalogic.registry._serialize import loads, dumps
 from numalogic.tools.exceptions import ModelKeyNotFound, RedisRegistryError
-from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT, artifact_tuple
+from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT, ArtifactTuple
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -369,7 +369,7 @@ def is_artifact_stale(artifact_data: ArtifactData, freq_hr: int) -> bool:
     def save_multiple(
         self,
         skeys: KEYS,
-        dict_artifacts: dict[str, artifact_tuple],
+        dict_artifacts: dict[str, ArtifactTuple],
         **metadata: META_VT,
     ):
         """
@@ -379,7 +379,7 @@ def save_multiple(
         Args:
         ----
             skeys: static key fields as list/tuple of strings
-
+            dict_artifacts: dict of artifacts to save
             metadata: additional metadata surrounding the artifact that needs to be saved.
         """
         dict_model_ver = {}
diff --git a/numalogic/tools/types.py b/numalogic/tools/types.py
index 778a5fc0..f50cc42d 100644
--- a/numalogic/tools/types.py
+++ b/numalogic/tools/types.py
@@ -8,9 +8,8 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-from collections import namedtuple
 from collections.abc import Sequence
-from typing import Union, TypeVar, ClassVar
+from typing import Union, TypeVar, ClassVar, NamedTuple
 
 from sklearn.base import BaseEstimator
 from torch import Tensor
@@ -37,7 +36,13 @@
 META_VT = TypeVar("META_VT", str, int, float, list, dict)
 EXTRA_T = TypeVar("EXTRA_T", bound=dict[str, Union[str, list, dict]])
 KEYS = TypeVar("KEYS", bound=Sequence[str], covariant=True)
-artifact_tuple = namedtuple("artifact_tuple", ["dkeys", "artifact"])
+
+
+class ArtifactTuple(NamedTuple):
+    r"""namedtuple for artifacts."""
+
+    dkeys: KEYS
+    artifact: artifact_t
 
 
 class Singleton(type):
diff --git a/numalogic/udfs/trainer.py b/numalogic/udfs/trainer.py
index edc05be7..5d53a195 100644
--- a/numalogic/udfs/trainer.py
+++ b/numalogic/udfs/trainer.py
@@ -19,10 +19,10 @@
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import ConfigNotFoundError, RedisRegistryError
-from numalogic.tools.types import redis_client_t, artifact_t, KEYS, artifact_tuple
+from numalogic.tools.types import redis_client_t, artifact_t, KEYS, ArtifactTuple
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
-from numalogic.udfs.entities import TrainerPayload
+from numalogic.udfs.entities import TrainerPayload, StreamPayload
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -194,13 +194,13 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # TODO perform multi-save here
         skeys = payload.composite_keys
         dict_artifacts = {
-            "postproc": artifact_tuple(
+            "postproc": ArtifactTuple(
                 dkeys=[_conf.numalogic_conf.threshold.name], artifact=artifacts["threshold_clf"]
             ),
-            "inference": artifact_tuple(
+            "inference": ArtifactTuple(
                 dkeys=[_conf.numalogic_conf.model.name], artifact=artifacts["model"]
             ),
-            "preproc": artifact_tuple(
+            "preproc": ArtifactTuple(
                 dkeys=[_conf.name for _conf in _conf.numalogic_conf.preprocess],
                 artifact=artifacts["preproc_clf"],
             ),
@@ -232,14 +232,19 @@ def _construct_preproc_clf(_conf: StreamConf) -> Optional[artifact_t]:
 
     @staticmethod
     def artifacts_to_save(
-        skeys, dict_artifacts: dict, model_registry, payload
-    ) -> tuple[list[KEYS], list[artifact_t]]:
+        skeys: KEYS,
+        dict_artifacts: dict[str, ArtifactTuple],
+        model_registry: RedisRegistry,
+        payload: StreamPayload,
+    ) -> None:
         """
-        Identify what artifacts to save in to the registry.
-
+        Save artifacts.
         Args:
-            list_artifacts: List of artifacts
-            list_dkeys: List of dkeys
+        _______
+        skeys: list keys
+        dict_artifacts: artifact_tuple which has dkeys and artifact as fields
+        model_registry: RedisRegistry type registry that supports multiple_save
+        payload: payload.
 
         Returns
         -------
diff --git a/tests/udfs/utility.py b/tests/udfs/utility.py
index 38569fff..7587e8e6 100644
--- a/tests/udfs/utility.py
+++ b/tests/udfs/utility.py
@@ -1,6 +1,5 @@
 import datetime
 import json
-from collections import namedtuple
 
 import numpy as np
 from pynumaflow.function import Datum, DatumMetadata
@@ -8,6 +7,7 @@
 
 from numalogic.config import PreprocessFactory
 from numalogic.models.autoencoder.variants import VanillaAE
+from numalogic.tools.types import ArtifactTuple
 
 
 def input_json_from_file(data_path: str) -> Datum:
@@ -45,14 +45,13 @@ def store_in_redis(pl_conf, registry):
     if any(
         [_conf.stateful for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess]
     ):
-        artifact_tuple = namedtuple("artifact_tuple", ["dkeys", "artifact"])
         preproc_clf = make_pipeline(*preproc_clfs)
         preproc_clf.fit(np.asarray([[1, 3], [4, 6]]))
         registry.save_multiple(
             skeys=pl_conf.stream_confs["druid-config"].composite_keys,
             dict_artifacts={
-                "inference": artifact_tuple(dkeys=["AE"], artifact=VanillaAE(10)),
-                "preproc": artifact_tuple(
+                "inference": ArtifactTuple(dkeys=["AE"], artifact=VanillaAE(10)),
+                "preproc": ArtifactTuple(
                     dkeys=[
                         _conf.name
                         for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess

From 95f8a192d9272b6c7ec37b629db8ab3454db9e1f Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 17:02:40 -0700
Subject: [PATCH 12/17] fix: test case

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 tests/registry/test_redis_registry.py | 16 +++++++---------
 1 file changed, 7 insertions(+), 9 deletions(-)

diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 387c9a3c..09e138d4 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -13,6 +13,7 @@
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import RedisRegistry, LocalLRUCache, ArtifactData
 from numalogic.tools.exceptions import ModelKeyNotFound, RedisRegistryError
+from numalogic.tools.types import ArtifactTuple
 
 logging.basicConfig(level=logging.DEBUG)
 
@@ -189,8 +190,10 @@ def test_load_latest_cache_ttl_expire(self):
     def test_multiple_save(self):
         self.registry.save_multiple(
             skeys=self.skeys,
-            list_dkeys=[["AE"], ["scaler"]],
-            list_artifacts=[VanillaAE, StandardScaler()],
+            dict_artifacts={
+                "AE": ArtifactTuple(dkeys=["AE"], artifact=VanillaAE(10)),
+                "scaler": ArtifactTuple(dkeys=["scaler"], artifact=StandardScaler()),
+            },
             **{"a": "b"}
         )
         artifact_data = self.registry.load(skeys=self.skeys, dkeys=["AE"])
@@ -244,11 +247,6 @@ def test_exception_call3(self):
     def test_exception_call4(self):
         with self.assertRaises(RedisRegistryError):
             self.registry.save_multiple(
-                skeys=self.skeys, list_dkeys=[self.dkeys], list_artifacts=[self.pytorch_model]
-            )
-
-    def test_exception_call5(self):
-        with self.assertRaises(IndexError):
-            self.registry.save_multiple(
-                skeys=self.skeys, list_dkeys=[self.dkeys], list_artifacts=[]
+                skeys=self.skeys,
+                dict_artifacts={"AE": ArtifactTuple(dkeys=self.dkeys, artifact=VanillaAE(10))},
             )

From 7e061327a90be83b76a716fe490894ae8be9a2cc Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 17:06:04 -0700
Subject: [PATCH 13/17] fix: remove dump.rb file

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 dump.rdb | Bin 184227 -> 0 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 dump.rdb

diff --git a/dump.rdb b/dump.rdb
deleted file mode 100644
index 148fb5b7e029994a7ac11c8f6e05f31fc1f69181..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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From d8e5282d83323839bf396e3215efbf384781566c Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Wed, 13 Sep 2023 17:46:11 -0700
Subject: [PATCH 14/17] fix: update patch version

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 numalogic/udfs/__main__.py |   4 -
 poetry.lock                | 242 ++++++++++++++++++-------------------
 pyproject.toml             |   4 +-
 3 files changed, 122 insertions(+), 128 deletions(-)

diff --git a/numalogic/udfs/__main__.py b/numalogic/udfs/__main__.py
index 5c63936d..9e030ea1 100644
--- a/numalogic/udfs/__main__.py
+++ b/numalogic/udfs/__main__.py
@@ -12,10 +12,6 @@
 CONF_FILE_PATH = os.getenv(
     "CONF_PATH", default=os.path.join(BASE_CONF_DIR, "default-configs", "config.yaml")
 )
-pipeline_conf = load_pipeline_conf(CONF_FILE_PATH)
-logging.info("Pipeline config: %s", pipeline_conf)
-
-redis_client = get_redis_client_from_conf(pipeline_conf.redis_conf)
 
 if __name__ == "__main__":
     set_logger()
diff --git a/poetry.lock b/poetry.lock
index dcbb17fd..c4f89292 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -415,17 +415,17 @@ css = ["tinycss2 (>=1.1.0,<1.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.28.46"
+version = "1.28.47"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "boto3-1.28.46-py3-none-any.whl", hash = "sha256:04445d70127c25fad69e2cab7e3f5cb219c8d6e60463af3657f20e29ac517957"},
-    {file = "boto3-1.28.46.tar.gz", hash = "sha256:2ca2852f7b7c1bc2e56f10f968d4c8483c8228b935ecd89a444ae8292ad0dc24"},
+    {file = "boto3-1.28.47-py3-none-any.whl", hash = "sha256:27560da44099e7e2ee961d3971d8ea659de2e0dc24e78043d1c3027d89b2d8a2"},
+    {file = "boto3-1.28.47.tar.gz", hash = "sha256:be69cd28e3732b63ad61f6d2429b1eac92428588911a5a7367faa4e129a4738d"},
 ]
 
 [package.dependencies]
-botocore = ">=1.31.46,<1.32.0"
+botocore = ">=1.31.47,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
@@ -434,13 +434,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.31.46"
+version = "1.31.47"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">= 3.7"
 files = [
-    {file = "botocore-1.31.46-py3-none-any.whl", hash = "sha256:ac0c1258b1782cde42950bd00138fdce6bd7d04855296af8c326d5844a426473"},
-    {file = "botocore-1.31.46.tar.gz", hash = "sha256:6c30be3371624a80d6a881d9c7771a80e0eb82697ee374aaf522cd59b76e14dd"},
+    {file = "botocore-1.31.47-py3-none-any.whl", hash = "sha256:6a60f9601270458102529b17fdcba5551b918f9eedc32bbc2f467e63edfb2662"},
+    {file = "botocore-1.31.47.tar.gz", hash = "sha256:a0ba5629eb17a37bf449bccda9df6ae652d5755f73145519d5eb244f6963b31b"},
 ]
 
 [package.dependencies]
@@ -1092,21 +1092,19 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.12.3"
+version = "3.12.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.12.3-py3-none-any.whl", hash = "sha256:f067e40ccc40f2b48395a80fcbd4728262fab54e232e090a4063ab804179efeb"},
-    {file = "filelock-3.12.3.tar.gz", hash = "sha256:0ecc1dd2ec4672a10c8550a8182f1bd0c0a5088470ecd5a125e45f49472fac3d"},
+    {file = "filelock-3.12.4-py3-none-any.whl", hash = "sha256:08c21d87ded6e2b9da6728c3dff51baf1dcecf973b768ef35bcbc3447edb9ad4"},
+    {file = "filelock-3.12.4.tar.gz", hash = "sha256:2e6f249f1f3654291606e046b09f1fd5eac39b360664c27f5aad072012f8bcbd"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.11\""}
-
 [package.extras]
 docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
+typing = ["typing-extensions (>=4.7.1)"]
 
 [[package]]
 name = "fonttools"
@@ -1814,21 +1812,21 @@ files = [
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.0"
+version = "8.1.1"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "ipywidgets-8.1.0-py3-none-any.whl", hash = "sha256:6c8396cc7b8c95dfb4e9ab0054f48c002f045e7e5d7ae523f559d64e525a98ab"},
-    {file = "ipywidgets-8.1.0.tar.gz", hash = "sha256:ce97dd90525b3066fd00094690964e7eac14cf9b7745d35565b5eeac20cce687"},
+    {file = "ipywidgets-8.1.1-py3-none-any.whl", hash = "sha256:2b88d728656aea3bbfd05d32c747cfd0078f9d7e159cf982433b58ad717eed7f"},
+    {file = "ipywidgets-8.1.1.tar.gz", hash = "sha256:40211efb556adec6fa450ccc2a77d59ca44a060f4f9f136833df59c9f538e6e8"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0.7,<3.1.0"
+jupyterlab-widgets = ">=3.0.9,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.7,<4.1.0"
+widgetsnbextension = ">=4.0.9,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -2226,13 +2224,13 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.8"
+version = "3.0.9"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyterlab_widgets-3.0.8-py3-none-any.whl", hash = "sha256:4715912d6ceab839c9db35953c764b3214ebbc9161c809f6e0510168845dfdf5"},
-    {file = "jupyterlab_widgets-3.0.8.tar.gz", hash = "sha256:d428ab97b8d87cc7c54cbf37644d6e0f0e662f23876e05fa460a73ec3257252a"},
+    {file = "jupyterlab_widgets-3.0.9-py3-none-any.whl", hash = "sha256:3cf5bdf5b897bf3bccf1c11873aa4afd776d7430200f765e0686bd352487b58d"},
+    {file = "jupyterlab_widgets-3.0.9.tar.gz", hash = "sha256:6005a4e974c7beee84060fdfba341a3218495046de8ae3ec64888e5fe19fdb4c"},
 ]
 
 [[package]]
@@ -4096,108 +4094,108 @@ files = [
 
 [[package]]
 name = "rpds-py"
-version = "0.10.2"
+version = "0.10.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "rpds_py-0.10.2-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:9f00d54b18dd837f1431d66b076737deb7c29ce3ebb8412ceaf44d5e1954ac0c"},
-    {file = "rpds_py-0.10.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f4d561f4728f825e3b793a53064b606ca0b6fc264f67d09e54af452aafc5b82"},
-    {file = "rpds_py-0.10.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:013d6c784150d10236a74b4094a79d96a256b814457e388fc5a4ba9efe24c402"},
-    {file = "rpds_py-0.10.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bd1142d22fdb183a0fff66d79134bf644401437fed874f81066d314c67ee193c"},
-    {file = "rpds_py-0.10.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4a0536ed2b9297c75104e1a3da330828ba1b2639fa53b38d396f98bf7e3c68df"},
-    {file = "rpds_py-0.10.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:41bd430b7b63aa802c02964e331ac0b177148fef5f807d2c90d05ce71a52b4d4"},
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+    {file = "widgetsnbextension-4.0.9.tar.gz", hash = "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385"},
 ]
 
 [[package]]
diff --git a/pyproject.toml b/pyproject.toml
index 5d86bd1b..d0975a7d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.6.0a2"
+version = "0.6.0a3"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]
@@ -121,4 +121,4 @@ convention = "numpy"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
-build-backend = "poetry.core.masonry.api"
\ No newline at end of file
+build-backend = "poetry.core.masonry.api"

From 7ca521a00d2885e091d90d869f79f8613aacfabf Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Thu, 14 Sep 2023 13:40:09 -0700
Subject: [PATCH 15/17] add _pipe for redis registry

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 numalogic/registry/redis_registry.py  | 32 +++++++++++++++------------
 numalogic/tools/types.py              |  2 +-
 numalogic/udfs/tools.py               |  2 +-
 numalogic/udfs/trainer.py             | 10 ++++-----
 tests/registry/test_redis_registry.py |  8 +++----
 tests/udfs/utility.py                 |  6 ++---
 6 files changed, 32 insertions(+), 28 deletions(-)

diff --git a/numalogic/registry/redis_registry.py b/numalogic/registry/redis_registry.py
index 0aec7530..f19c759e 100644
--- a/numalogic/registry/redis_registry.py
+++ b/numalogic/registry/redis_registry.py
@@ -14,13 +14,14 @@
 from datetime import datetime, timedelta
 from typing import Optional
 import orjson
+import redis.client
 
 from redis.exceptions import RedisError
 
 from numalogic.registry.artifact import ArtifactManager, ArtifactData, ArtifactCache
 from numalogic.registry._serialize import loads, dumps
 from numalogic.tools.exceptions import ModelKeyNotFound, RedisRegistryError
-from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT, ArtifactTuple
+from numalogic.tools.types import artifact_t, redis_client_t, KEYS, META_T, META_VT, KeyedArtifact
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -180,7 +181,7 @@ def __load_version_artifact(self, version: str, key: str) -> tuple[ArtifactData,
             _LOGGER.debug("Found cached version artifact for key: %s", version_key)
             return cached_artifact, True
         if not self.client.exists(version_key):
-            raise ModelKeyNotFound("Could not find model key with key: %s" % version_key)
+            raise ModelKeyNotFound(f"Could not find model key with key: {version_key}")
         return (
             self.__get_artifact_data(
                 model_key=version_key,
@@ -253,7 +254,9 @@ def load(
         else:
             if not is_cached:
                 if latest:
-                    _LOGGER.info("Saving %s, in cache as %s", self.__construct_latest_key(key), key)
+                    _LOGGER.debug(
+                        "Saving %s, in cache as %s", self.__construct_latest_key(key), key
+                    )
                     self._save_in_cache(self.__construct_latest_key(key), artifact_data)
                 else:
                     _LOGGER.info(
@@ -269,7 +272,7 @@ def save(
         skeys: KEYS,
         dkeys: KEYS,
         artifact: artifact_t,
-        pipe=None,
+        _pipe: Optional[redis.client.Pipeline] = None,
         **metadata: META_VT,
     ) -> Optional[str]:
         """Saves the artifact into redis registry and updates version.
@@ -279,6 +282,7 @@ def save(
             skeys: static key fields as list/tuple of strings
             dkeys: dynamic key fields as list/tuple of strings
             artifact: primary artifact to be saved
+            _pipe: RedisPipeline object
             metadata: additional metadata surrounding the artifact that needs to be saved.
 
         Returns
@@ -297,15 +301,15 @@ def save(
                 _LOGGER.debug("Latest key: %s exists for the model", latest_key)
                 version_key = self.client.get(name=latest_key)
                 version = int(self.get_version(version_key.decode())) + 1
-            redis_pipe = (
-                self.client.pipeline(transaction=self.transactional) if pipe is None else pipe
+            _redis_pipe = (
+                self.client.pipeline(transaction=self.transactional) if _pipe is None else _pipe
             )
             new_version_key = self.__save_artifact(
-                pipe=redis_pipe, artifact=artifact, key=key, version=str(version), **metadata
+                pipe=_redis_pipe, artifact=artifact, key=key, version=str(version), **metadata
             )
-            redis_pipe.expire(name=new_version_key, time=self.ttl)
-            if pipe is None:
-                redis_pipe.execute()
+            _redis_pipe.expire(name=new_version_key, time=self.ttl)
+            if _pipe is None:
+                _redis_pipe.execute()
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
         else:
@@ -333,7 +337,7 @@ def delete(self, skeys: KEYS, dkeys: KEYS, version: str) -> None:
                 self.client.delete(del_key)
             else:
                 raise ModelKeyNotFound(
-                    "Key to delete: %s, Not Found!" % del_key,
+                    f"Key to delete: {del_key}, Not Found!",
                 )
         except RedisError as err:
             raise RedisRegistryError(f"{err.__class__.__name__} raised") from err
@@ -369,7 +373,7 @@ def is_artifact_stale(artifact_data: ArtifactData, freq_hr: int) -> bool:
     def save_multiple(
         self,
         skeys: KEYS,
-        dict_artifacts: dict[str, ArtifactTuple],
+        dict_artifacts: dict[str, KeyedArtifact],
         **metadata: META_VT,
     ):
         """
@@ -391,7 +395,7 @@ def save_multiple(
                         skeys=skeys,
                         dkeys=value.dkeys,
                         artifact=value.artifact,
-                        pipe=pipe,
+                        _pipe=pipe,
                         **metadata,
                     )
 
@@ -400,7 +404,7 @@ def save_multiple(
                             skeys=skeys,
                             dkeys=value.dkeys,
                             artifact=value.artifact,
-                            pipe=pipe,
+                            _pipe=pipe,
                             artifact_versions=dict_model_ver,
                             **metadata,
                         )
diff --git a/numalogic/tools/types.py b/numalogic/tools/types.py
index f50cc42d..22214b3c 100644
--- a/numalogic/tools/types.py
+++ b/numalogic/tools/types.py
@@ -38,7 +38,7 @@
 KEYS = TypeVar("KEYS", bound=Sequence[str], covariant=True)
 
 
-class ArtifactTuple(NamedTuple):
+class KeyedArtifact(NamedTuple):
     r"""namedtuple for artifacts."""
 
     dkeys: KEYS
diff --git a/numalogic/udfs/tools.py b/numalogic/udfs/tools.py
index b2dee9de..d9cd39fb 100644
--- a/numalogic/udfs/tools.py
+++ b/numalogic/udfs/tools.py
@@ -65,7 +65,7 @@ def make_stream_payload(
     )
 
 
-# TODO: move to base NumalogicUDF class
+# TODO: move to base NumalogicUDF class and look into payload mutation
 def _load_artifact(
     skeys: KEYS,
     dkeys: KEYS,
diff --git a/numalogic/udfs/trainer.py b/numalogic/udfs/trainer.py
index 5d53a195..f35b6ca9 100644
--- a/numalogic/udfs/trainer.py
+++ b/numalogic/udfs/trainer.py
@@ -19,7 +19,7 @@
 from numalogic.registry import RedisRegistry
 from numalogic.tools.data import StreamingDataset
 from numalogic.tools.exceptions import ConfigNotFoundError, RedisRegistryError
-from numalogic.tools.types import redis_client_t, artifact_t, KEYS, ArtifactTuple
+from numalogic.tools.types import redis_client_t, artifact_t, KEYS, KeyedArtifact
 from numalogic.udfs import NumalogicUDF
 from numalogic.udfs._config import StreamConf, PipelineConf
 from numalogic.udfs.entities import TrainerPayload, StreamPayload
@@ -194,13 +194,13 @@ def exec(self, keys: list[str], datum: Datum) -> Messages:
         # TODO perform multi-save here
         skeys = payload.composite_keys
         dict_artifacts = {
-            "postproc": ArtifactTuple(
+            "postproc": KeyedArtifact(
                 dkeys=[_conf.numalogic_conf.threshold.name], artifact=artifacts["threshold_clf"]
             ),
-            "inference": ArtifactTuple(
+            "inference": KeyedArtifact(
                 dkeys=[_conf.numalogic_conf.model.name], artifact=artifacts["model"]
             ),
-            "preproc": ArtifactTuple(
+            "preproc": KeyedArtifact(
                 dkeys=[_conf.name for _conf in _conf.numalogic_conf.preprocess],
                 artifact=artifacts["preproc_clf"],
             ),
@@ -233,7 +233,7 @@ def _construct_preproc_clf(_conf: StreamConf) -> Optional[artifact_t]:
     @staticmethod
     def artifacts_to_save(
         skeys: KEYS,
-        dict_artifacts: dict[str, ArtifactTuple],
+        dict_artifacts: dict[str, KeyedArtifact],
         model_registry: RedisRegistry,
         payload: StreamPayload,
     ) -> None:
diff --git a/tests/registry/test_redis_registry.py b/tests/registry/test_redis_registry.py
index 09e138d4..de252cf1 100644
--- a/tests/registry/test_redis_registry.py
+++ b/tests/registry/test_redis_registry.py
@@ -13,7 +13,7 @@
 from numalogic.models.autoencoder.variants import VanillaAE
 from numalogic.registry import RedisRegistry, LocalLRUCache, ArtifactData
 from numalogic.tools.exceptions import ModelKeyNotFound, RedisRegistryError
-from numalogic.tools.types import ArtifactTuple
+from numalogic.tools.types import KeyedArtifact
 
 logging.basicConfig(level=logging.DEBUG)
 
@@ -191,8 +191,8 @@ def test_multiple_save(self):
         self.registry.save_multiple(
             skeys=self.skeys,
             dict_artifacts={
-                "AE": ArtifactTuple(dkeys=["AE"], artifact=VanillaAE(10)),
-                "scaler": ArtifactTuple(dkeys=["scaler"], artifact=StandardScaler()),
+                "AE": KeyedArtifact(dkeys=["AE"], artifact=VanillaAE(10)),
+                "scaler": KeyedArtifact(dkeys=["scaler"], artifact=StandardScaler()),
             },
             **{"a": "b"}
         )
@@ -248,5 +248,5 @@ def test_exception_call4(self):
         with self.assertRaises(RedisRegistryError):
             self.registry.save_multiple(
                 skeys=self.skeys,
-                dict_artifacts={"AE": ArtifactTuple(dkeys=self.dkeys, artifact=VanillaAE(10))},
+                dict_artifacts={"AE": KeyedArtifact(dkeys=self.dkeys, artifact=VanillaAE(10))},
             )
diff --git a/tests/udfs/utility.py b/tests/udfs/utility.py
index 7587e8e6..bb7da059 100644
--- a/tests/udfs/utility.py
+++ b/tests/udfs/utility.py
@@ -7,7 +7,7 @@
 
 from numalogic.config import PreprocessFactory
 from numalogic.models.autoencoder.variants import VanillaAE
-from numalogic.tools.types import ArtifactTuple
+from numalogic.tools.types import KeyedArtifact
 
 
 def input_json_from_file(data_path: str) -> Datum:
@@ -50,8 +50,8 @@ def store_in_redis(pl_conf, registry):
         registry.save_multiple(
             skeys=pl_conf.stream_confs["druid-config"].composite_keys,
             dict_artifacts={
-                "inference": ArtifactTuple(dkeys=["AE"], artifact=VanillaAE(10)),
-                "preproc": ArtifactTuple(
+                "inference": KeyedArtifact(dkeys=["AE"], artifact=VanillaAE(10)),
+                "preproc": KeyedArtifact(
                     dkeys=[
                         _conf.name
                         for _conf in pl_conf.stream_confs["druid-config"].numalogic_conf.preprocess

From d20b1e33e4e83e24deed38d45b27425843abe7b2 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Thu, 14 Sep 2023 20:33:10 -0700
Subject: [PATCH 16/17] fix: update mlflow version

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 .btoutput/app1:failure/data.csv        | 1001 +++++
 .btoutput/app1:failure/models.pt       |  Bin 0 -> 16224 bytes
 .btoutput/app1:failure/output.csv      |  251 ++
 .btoutput/app1:failure/plot.png        |  Bin 0 -> 57426 bytes
 .btoutput/failure/models.pt            |  Bin 0 -> 16224 bytes
 .btoutput/failure/output.csv           | 5001 ++++++++++++++++++++++++
 poetry.lock                            |   43 +-
 pyproject.toml                         |    2 +-
 tests/registry/test_mlflow_registry.py |    7 +-
 9 files changed, 6292 insertions(+), 13 deletions(-)
 create mode 100644 .btoutput/app1:failure/data.csv
 create mode 100644 .btoutput/app1:failure/models.pt
 create mode 100644 .btoutput/app1:failure/output.csv
 create mode 100644 .btoutput/app1:failure/plot.png
 create mode 100644 .btoutput/failure/models.pt
 create mode 100644 .btoutput/failure/output.csv

diff --git a/.btoutput/app1:failure/data.csv b/.btoutput/app1:failure/data.csv
new file mode 100644
index 00000000..8262b213
--- /dev/null
+++ b/.btoutput/app1:failure/data.csv
@@ -0,0 +1,1001 @@
+timestamp,failure
+2020-12-13 22:25:00+00:00,0
+2020-12-14 00:33:00+00:00,0
+2020-12-14 01:42:00+00:00,0
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diff --git a/.btoutput/app1:failure/output.csv b/.btoutput/app1:failure/output.csv
new file mode 100644
index 00000000..7a0fc6c8
--- /dev/null
+++ b/.btoutput/app1:failure/output.csv
@@ -0,0 +1,251 @@
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diff --git a/.btoutput/failure/output.csv b/.btoutput/failure/output.csv
new file mode 100644
index 00000000..3231578d
--- /dev/null
+++ b/.btoutput/failure/output.csv
@@ -0,0 +1,5001 @@
+timestamp,metric,preprocessed,model_out,scores
+2020-12-19 06:33:00+00:00,0.0,0.0,2.1983633e-08,
+2020-12-19 06:34:00+00:00,0.0,0.0,9.778715e-09,
+2020-12-19 06:35:00+00:00,0.0,0.0,1.299757e-07,
+2020-12-19 06:36:00+00:00,0.0,0.0,4.4942063e-09,
+2020-12-19 06:37:00+00:00,0.0,0.0,6.9056343e-09,
+2020-12-19 06:38:00+00:00,0.0,0.0,1.917351e-07,
+2020-12-19 06:39:00+00:00,0.0,0.0,4.35191e-07,
+2020-12-19 06:40:00+00:00,0.0,0.0,3.4959913e-07,
+2020-12-19 06:41:00+00:00,0.0,0.0,1.5381794e-08,
+2020-12-19 06:42:00+00:00,0.0,0.0,5.564485e-07,
+2020-12-19 06:43:00+00:00,0.0,0.0,2.9977056e-07,
+2020-12-19 06:44:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:45:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:46:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:47:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:48:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:49:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:50:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
+2020-12-19 06:51:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
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+2020-12-22 17:50:00+00:00,0.0,0.0,1.3171291e-07,1.1204603910446167
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diff --git a/poetry.lock b/poetry.lock
index 45e0604c..2ec60308 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1925,6 +1925,7 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
 files = [
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+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
 ]
 
 [[package]]
@@ -2154,13 +2155,13 @@ test = ["coverage", "jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-cov",
 
 [[package]]
 name = "jupyterlab"
-version = "4.0.5"
+version = "4.0.6"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyterlab-4.0.6-py3-none-any.whl", hash = "sha256:7d9dacad1e3f30fe4d6d4efc97fda25fbb5012012b8f27cc03a2283abcdee708"},
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 ]
 
 [package.dependencies]
@@ -2179,8 +2180,8 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
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+dev = ["black[jupyter] (==23.7.0)", "build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.0.286)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-tornasync", "sphinx (>=1.8,<7.2.0)", "sphinx-copybutton"]
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 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 
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@@ -2553,13 +2564,13 @@ files = [
 
 [[package]]
 name = "mlflow-skinny"
-version = "2.6.0"
+version = "2.7.0"
 description = "MLflow: A Platform for ML Development and Productionization"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2580,7 +2591,7 @@ sqlparse = ">=0.4.0,<1"
 aliyun-oss = ["aliyunstoreplugin"]
 databricks = ["azure-storage-file-datalake (>12)", "boto3 (>1)", "google-cloud-storage (>=1.30.0)"]
 extras = ["azureml-core (>=1.2.0)", "boto3", "google-cloud-storage (>=1.30.0)", "kubernetes", "mlserver (>=1.2.0,!=1.3.1)", "mlserver-mlflow (>=1.2.0,!=1.3.1)", "prometheus-flask-exporter", "pyarrow", "pysftp", "requests-auth-aws-sigv4", "virtualenv"]
-gateway = ["aiohttp (<4)", "fastapi (<1)", "psutil (<6)", "pydantic (>=1.0,<2)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
+gateway = ["aiohttp (<4)", "fastapi (<1)", "psutil (<6)", "pydantic (>=1.0,<3)", "uvicorn[standard] (<1)", "watchfiles (<1)"]
 sqlserver = ["mlflow-dbstore"]
 
 [[package]]
@@ -3302,6 +3313,7 @@ files = [
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@@ -3311,6 +3323,7 @@ files = [
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@@ -3779,6 +3792,7 @@ files = [
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@@ -3811,6 +3833,7 @@ files = [
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+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
@@ -4982,4 +5005,4 @@ redis = ["redis"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.12"
-content-hash = "292d29c73f389c027915552f126fb3dc3ebeaca536ca7244ffa83d94841483a6"
+content-hash = "abcfdf1c496915cc32f58d90aa82892c956789bc55c045a814481445ab3f4f65"
diff --git a/pyproject.toml b/pyproject.toml
index c709b900..c907e947 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,7 @@ pynumaflow = "~0.4"
 
 
 # extras
-mlflow-skinny = { version = "~2.6", optional = true }
+mlflow-skinny = { version = "^2.0", optional = true }
 redis = {extras = ["hiredis"], version = "^5.0", optional = true}
 boto3 = { version = "^1.24.64", optional = true }
 pydruid = {version = "^0.6", optional = true}
diff --git a/tests/registry/test_mlflow_registry.py b/tests/registry/test_mlflow_registry.py
index e64fb9dc..dcf41c37 100644
--- a/tests/registry/test_mlflow_registry.py
+++ b/tests/registry/test_mlflow_registry.py
@@ -124,12 +124,15 @@ def test_load_model_when_pytorch_model_exist2(self):
     @patch("mlflow.tracking.MlflowClient.transition_model_version_stage", mock_transition_stage)
     @patch("mlflow.tracking.MlflowClient.get_latest_versions", mock_get_model_version)
     @patch("mlflow.tracking.MlflowClient.search_model_versions", mock_list_of_model_version2)
-    @patch("mlflow.sklearn.load_model", Mock(return_value=StandardScaler()))
     @patch("mlflow.tracking.MlflowClient.get_run", Mock(return_value=return_empty_rundata()))
     @patch.object(
         MLflowRegistry,
         "load",
-        Mock(return_value=ArtifactData(artifact=StandardScaler(), extras=None, metadata={})),
+        Mock(
+            return_value=ArtifactData(
+                artifact=StandardScaler(), extras={"metric": ["error"]}, metadata={}
+            )
+        ),
     )
     def test_load_model_when_sklearn_model_exist(self):
         ml = MLflowRegistry(TRACKING_URI)

From 909a19a095bab771d9fea07e1d27eee69652fbb3 Mon Sep 17 00:00:00 2001
From: s0nicboOm <i.kushalbatra@gmail.com>
Date: Thu, 14 Sep 2023 20:34:18 -0700
Subject: [PATCH 17/17] fix: remove unwanted files

Signed-off-by: s0nicboOm <i.kushalbatra@gmail.com>
---
 .btoutput/app1:failure/data.csv   | 1001 ------
 .btoutput/app1:failure/models.pt  |  Bin 16224 -> 0 bytes
 .btoutput/app1:failure/output.csv |  251 --
 .btoutput/app1:failure/plot.png   |  Bin 57426 -> 0 bytes
 .btoutput/failure/models.pt       |  Bin 16224 -> 0 bytes
 .btoutput/failure/output.csv      | 5001 -----------------------------
 6 files changed, 6253 deletions(-)
 delete mode 100644 .btoutput/app1:failure/data.csv
 delete mode 100644 .btoutput/app1:failure/models.pt
 delete mode 100644 .btoutput/app1:failure/output.csv
 delete mode 100644 .btoutput/app1:failure/plot.png
 delete mode 100644 .btoutput/failure/models.pt
 delete mode 100644 .btoutput/failure/output.csv

diff --git a/.btoutput/app1:failure/data.csv b/.btoutput/app1:failure/data.csv
deleted file mode 100644
index 8262b213..00000000
--- a/.btoutput/app1:failure/data.csv
+++ /dev/null
@@ -1,1001 +0,0 @@
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diff --git a/.btoutput/app1:failure/models.pt b/.btoutput/app1:failure/models.pt
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diff --git a/.btoutput/app1:failure/output.csv b/.btoutput/app1:failure/output.csv
deleted file mode 100644
index 7a0fc6c8..00000000
--- a/.btoutput/app1:failure/output.csv
+++ /dev/null
@@ -1,251 +0,0 @@
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diff --git a/.btoutput/failure/output.csv b/.btoutput/failure/output.csv
deleted file mode 100644
index 3231578d..00000000
--- a/.btoutput/failure/output.csv
+++ /dev/null
@@ -1,5001 +0,0 @@
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