From d28a30f6fedd6146a2702b1f4c4dc1dedadb0ec6 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 14:08:20 -0600
Subject: [PATCH 01/20] adds mock responses

---
 tests/services/nextflowtower/responses.py | 248 ++++++++++++++++++++++
 1 file changed, 248 insertions(+)

diff --git a/tests/services/nextflowtower/responses.py b/tests/services/nextflowtower/responses.py
index e4151d3..6a74e93 100644
--- a/tests/services/nextflowtower/responses.py
+++ b/tests/services/nextflowtower/responses.py
@@ -527,3 +527,251 @@
     ],
     "totalSize": 3,
 }
+
+list_workflow_tasks = {
+    "tasks": [
+        {
+            "task": {
+                "id": 4638140,
+                "taskId": 1,
+                "status": "COMPLETED",
+                "dateCreated": "2023-10-16T21:04:14Z",
+                "lastUpdated": "2023-10-16T21:07:27Z",
+                "name": "sayHello (1)",
+                "module": [],
+                "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
+                "memory": None,
+                "script": "\necho 'Bonjour world!'\n",
+                "tag": None,
+                "time": None,
+                "executor": "awsbatch",
+                "duration": 178310,
+                "start": "2023-10-16T21:07:03Z",
+                "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
+                "process": "sayHello",
+                "attempt": 1,
+                "scratch": None,
+                "workdir": "s3://example-project-tower-scratch/work/53/d1a4bedd867b9b005c1e86291334cf",
+                "disk": None,
+                "cloudZone": "us-east-1d",
+                "priceModel": "spot",
+                "cost": 0.0000576389,
+                "errorAction": None,
+                "realtime": 2,
+                "nativeId": "1ffe9499-1566-4140-b652-cb930413cf77",
+                "pcpu": 66.7,
+                "pmem": 0.0,
+                "rss": 0,
+                "vmem": 0,
+                "peakRss": 0,
+                "peakVmem": 0,
+                "rchar": 54098,
+                "wchar": 199,
+                "syscr": 147,
+                "syscw": 13,
+                "readBytes": 352256,
+                "writeBytes": 0,
+                "volCtxt": 0,
+                "invCtxt": 0,
+                "env": None,
+                "submit": "2023-10-16T21:04:15Z",
+                "exitStatus": 0,
+                "complete": "2023-10-16T21:07:13Z",
+                "cpus": 1,
+                "machineType": "c6i.2xlarge",
+                "hash": "53/d1a4be",
+                "exit": "0",
+            }
+        },
+        {
+            "task": {
+                "id": 4638141,
+                "taskId": 2,
+                "status": "COMPLETED",
+                "dateCreated": "2023-10-16T21:04:14Z",
+                "lastUpdated": "2023-10-16T21:07:27Z",
+                "name": "sayHello (2)",
+                "module": [],
+                "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
+                "memory": None,
+                "script": "\necho 'Ciao world!'\n",
+                "tag": None,
+                "time": None,
+                "executor": "awsbatch",
+                "duration": 178068,
+                "start": "2023-10-16T21:07:03Z",
+                "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
+                "process": "sayHello",
+                "attempt": 1,
+                "scratch": None,
+                "workdir": "s3://example-project-tower-scratch/work/8b/96b02f951f46594c6d6f310e77abc7",
+                "disk": None,
+                "cloudZone": "us-east-1d",
+                "priceModel": "spot",
+                "cost": 0.0000634028,
+                "errorAction": None,
+                "realtime": 3,
+                "nativeId": "aa5d92fe-c2f1-4879-a768-dbc6b1c6a277",
+                "pcpu": 53.3,
+                "pmem": 0.0,
+                "rss": 0,
+                "vmem": 0,
+                "peakRss": 0,
+                "peakVmem": 0,
+                "rchar": 54092,
+                "wchar": 196,
+                "syscr": 147,
+                "syscw": 13,
+                "readBytes": 352256,
+                "writeBytes": 0,
+                "volCtxt": 0,
+                "invCtxt": 0,
+                "env": None,
+                "submit": "2023-10-16T21:04:15Z",
+                "exitStatus": 0,
+                "complete": "2023-10-16T21:07:13Z",
+                "cpus": 1,
+                "machineType": "c6i.2xlarge",
+                "hash": "8b/96b02f",
+                "exit": "0",
+            }
+        },
+        {
+            "task": {
+                "id": 4638142,
+                "taskId": 3,
+                "status": "COMPLETED",
+                "dateCreated": "2023-10-16T21:04:14Z",
+                "lastUpdated": "2023-10-16T21:07:27Z",
+                "name": "sayHello (3)",
+                "module": [],
+                "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
+                "memory": None,
+                "script": "\necho 'Hello world!'\n",
+                "tag": None,
+                "time": None,
+                "executor": "awsbatch",
+                "duration": 177940,
+                "start": "2023-10-16T21:07:13Z",
+                "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
+                "process": "sayHello",
+                "attempt": 1,
+                "scratch": None,
+                "workdir": "s3://example-project-tower-scratch/work/0f/929495d8a0f66c9e85a4c4f0820a54",
+                "disk": None,
+                "cloudZone": "us-east-1d",
+                "priceModel": "spot",
+                "cost": 0.0000057639,
+                "errorAction": None,
+                "realtime": 3,
+                "nativeId": "7696237a-8cc1-42cb-847a-a352fdbdfcff",
+                "pcpu": 53.3,
+                "pmem": 0.0,
+                "rss": 0,
+                "vmem": 0,
+                "peakRss": 0,
+                "peakVmem": 0,
+                "rchar": 54094,
+                "wchar": 197,
+                "syscr": 147,
+                "syscw": 13,
+                "readBytes": 352256,
+                "writeBytes": 0,
+                "volCtxt": 0,
+                "invCtxt": 0,
+                "env": None,
+                "submit": "2023-10-16T21:04:15Z",
+                "exitStatus": 0,
+                "complete": "2023-10-16T21:07:13Z",
+                "cpus": 1,
+                "machineType": "c6i.2xlarge",
+                "hash": "0f/929495",
+                "exit": "0",
+            }
+        },
+        {
+            "task": {
+                "id": 4638143,
+                "taskId": 4,
+                "status": "COMPLETED",
+                "dateCreated": "2023-10-16T21:04:14Z",
+                "lastUpdated": "2023-10-16T21:07:27Z",
+                "name": "sayHello (4)",
+                "module": [],
+                "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
+                "memory": None,
+                "script": "\necho 'Hola world!'\n",
+                "tag": None,
+                "time": None,
+                "executor": "awsbatch",
+                "duration": 178217,
+                "start": "2023-10-16T21:07:03Z",
+                "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
+                "process": "sayHello",
+                "attempt": 1,
+                "scratch": None,
+                "workdir": "s3://example-project-tower-scratch/work/de/3458310872e3784b889a5b7abe823e",
+                "disk": None,
+                "cloudZone": "us-east-1d",
+                "priceModel": "spot",
+                "cost": 0.0000576389,
+                "errorAction": None,
+                "realtime": 3,
+                "nativeId": "fecc5768-5d45-479e-8f37-89e17a32d216",
+                "pcpu": 72.7,
+                "pmem": 0.0,
+                "rss": 0,
+                "vmem": 0,
+                "peakRss": 0,
+                "peakVmem": 0,
+                "rchar": 54093,
+                "wchar": 196,
+                "syscr": 147,
+                "syscw": 13,
+                "readBytes": 352256,
+                "writeBytes": 0,
+                "volCtxt": 0,
+                "invCtxt": 0,
+                "env": None,
+                "submit": "2023-10-16T21:04:15Z",
+                "exitStatus": 0,
+                "complete": "2023-10-16T21:07:13Z",
+                "cpus": 1,
+                "machineType": "c6i.2xlarge",
+                "hash": "de/345831",
+                "exit": "0",
+            }
+        },
+    ],
+    "total": 4,
+}
+
+get_task_log = {
+    "log": {
+        "entries": [
+            "Ciao world!"
+        ],
+        "rewindToken": None,
+        "forwardToken": None,
+        "pending": False,
+        "message": None,
+        "downloads": [
+            {
+                "fileName": ".command.out",
+                "displayText": "Task stdout",
+                "saveName": "task-2.command.out.txt"
+            },
+            {
+                "fileName": ".command.err",
+                "displayText": "Task stderr",
+                "saveName": "task-2.command.err.txt"
+            },
+            {
+                "fileName": ".command.log",
+                "displayText": "Task log file",
+                "saveName": "task-2.command.log.txt"
+            }
+        ],
+        "truncated": False
+    }
+}

From adea7e163c934c6001de4e4ac2cfbe832ec44fb9 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 14:08:36 -0600
Subject: [PATCH 02/20] adds workflow task model class

---
 src/orca/services/nextflowtower/models.py | 70 +++++++++++++++++++++++
 1 file changed, 70 insertions(+)

diff --git a/src/orca/services/nextflowtower/models.py b/src/orca/services/nextflowtower/models.py
index b48c25e..ecd98ff 100644
--- a/src/orca/services/nextflowtower/models.py
+++ b/src/orca/services/nextflowtower/models.py
@@ -336,3 +336,73 @@ def __repr__(self) -> str:
     def status(self) -> WorkflowStatus:
         """Workflow run status."""
         return WorkflowStatus(self.state)
+
+
+@dataclass(kw_only=False)
+class WorkflowTask(BaseTowerModel):
+    """Nextflow Tower workflow task details."""
+
+    {
+        "id": 4638140,
+        "taskId": 1,
+        "status": "COMPLETED",
+        "name": "sayHello (1)",
+        "module": [],
+        "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
+        "memory": None,
+        "script": "\necho 'Bonjour world!'\n",
+        "tag": None,
+        "executor": "awsbatch",
+        "duration": 178310,
+        "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
+        "process": "sayHello",
+        "attempt": 1,
+        "scratch": None,
+        "workdir": "s3://example-project-tower-scratch/work/53/d1a4bedd867b9b005c1e86291334cf",
+        "disk": None,
+        "priceModel": "spot",
+        "cost": 5.76389e-05,
+        "errorAction": None,
+        "nativeId": "1ffe9499-1566-4140-b652-cb930413cf77",
+        "env": None,
+        "exitStatus": 0,
+        "cpus": 1,
+        "machineType": "c6i.2xlarge",
+        "hash": "53/d1a4be",
+    }
+    id: int
+    task_id: int
+    status: str
+    name: str
+    module: list[str]
+    queue: str
+    memory: Optional[int]
+    script: str
+    tag: Optional[str]
+    executor: str
+    duration: int
+    container: str
+    process: str
+    attempt: int
+    scratch: Optional[str]
+    work_dir: str
+    disk: Optional[int]
+    price_model: str
+    cost: float
+    error_action: Optional[str]
+    native_id: str
+    env: Optional[str]
+    exit_status: int
+    cpus: Optional[int]
+    machine_type: str
+    hash: str
+
+    _key_mapping = {
+        "task_id": "taskId",
+        "work_dir": "workdir",
+        "price_model": "priceModel",
+        "error_action": "errorAction",
+        "native_id": "nativeId",
+        "exit_status": "exitStatus",
+        "machine_type": "machineType",
+    }

From 94056e29290a55201941e0c3fb0cc2b1477eee08 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 14:15:15 -0600
Subject: [PATCH 03/20] updates mock name

---
 tests/services/nextflowtower/responses.py | 16 +++++++---------
 1 file changed, 7 insertions(+), 9 deletions(-)

diff --git a/tests/services/nextflowtower/responses.py b/tests/services/nextflowtower/responses.py
index 6a74e93..ff4f0fe 100644
--- a/tests/services/nextflowtower/responses.py
+++ b/tests/services/nextflowtower/responses.py
@@ -528,7 +528,7 @@
     "totalSize": 3,
 }
 
-list_workflow_tasks = {
+get_workflow_tasks = {
     "tasks": [
         {
             "task": {
@@ -748,9 +748,7 @@
 
 get_task_log = {
     "log": {
-        "entries": [
-            "Ciao world!"
-        ],
+        "entries": ["Ciao world!"],
         "rewindToken": None,
         "forwardToken": None,
         "pending": False,
@@ -759,19 +757,19 @@
             {
                 "fileName": ".command.out",
                 "displayText": "Task stdout",
-                "saveName": "task-2.command.out.txt"
+                "saveName": "task-2.command.out.txt",
             },
             {
                 "fileName": ".command.err",
                 "displayText": "Task stderr",
-                "saveName": "task-2.command.err.txt"
+                "saveName": "task-2.command.err.txt",
             },
             {
                 "fileName": ".command.log",
                 "displayText": "Task log file",
-                "saveName": "task-2.command.log.txt"
-            }
+                "saveName": "task-2.command.log.txt",
+            },
         ],
-        "truncated": False
+        "truncated": False,
     }
 }

From 462aaa1796e0434989e5ead102bd2976b9528cde Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:25:42 -0600
Subject: [PATCH 04/20] adds client methods

---
 src/orca/services/nextflowtower/client.py | 44 +++++++++++++++++++++++
 1 file changed, 44 insertions(+)

diff --git a/src/orca/services/nextflowtower/client.py b/src/orca/services/nextflowtower/client.py
index 5d14c1f..da0c668 100644
--- a/src/orca/services/nextflowtower/client.py
+++ b/src/orca/services/nextflowtower/client.py
@@ -369,3 +369,47 @@ def list_workflows(
         json = self.get(path=path, params=params)
         items = self.unwrap(json, "workflows")
         return [models.Workflow.from_json(item["workflow"]) for item in items]
+
+    def get_workflow_tasks(
+        self,
+        workflow_id: str,
+        workspace_id: Optional[int] = None,
+    ) -> list[models.WorkflowTask]:
+        """Retrieve the details of a workflow run's tasks.
+
+        Args:
+            workflow_id: The ID number for a workflow run to
+            get tasks from.
+            workspace_id: The ID number of the workspace the workflow
+                exists within. Defaults to None.
+
+        Returns:
+            List of WorkflowTask objects.
+        """
+        path = f"/workflow/{workflow_id}/tasks"
+        params = self.generate_params(workspace_id)
+        json = self.get(path=path, params=params)
+        items = self.unwrap(json, "tasks")
+        return [models.WorkflowTask.from_json(item["task"]) for item in items]
+
+    def get_task_logs(
+        self, workflow_id: str, task_id: str, workspace_id: Optional[int]
+    ) -> str:
+        """Retrieve the logs for a given workflow task.
+
+        Args:
+            workflow_id: The ID number for a workflow run the
+            tasks belongs to.
+            task_id: The task_id for the task to get logs from.
+            workspace_id: The ID number of the workspace the workflow
+                exists within. Defaults to None.
+
+        Returns:
+            WorkflowTask Execution logs.
+        """
+        path = f"/workflow/{workflow_id}/log/{task_id}"
+        params = self.generate_params(workspace_id)
+        json = self.get(path=path, params=params)
+        items = self.unwrap(json, "log")
+        log_list = items["entries"]
+        return "\n".join(log_list)

From 475ab74b574997fe1b04b8cf5502f38feac31c6a Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:26:58 -0600
Subject: [PATCH 05/20] adds ops methods

---
 src/orca/services/nextflowtower/ops.py | 23 +++++++++++++++++++++++
 1 file changed, 23 insertions(+)

diff --git a/src/orca/services/nextflowtower/ops.py b/src/orca/services/nextflowtower/ops.py
index 92c1d47..807f541 100644
--- a/src/orca/services/nextflowtower/ops.py
+++ b/src/orca/services/nextflowtower/ops.py
@@ -272,3 +272,26 @@ async def monitor_workflow(
 
         logger.info(f"{workflow} is now done!")
         return workflow.status
+
+    def get_workflow_tasks(self, workflow_id: str) -> list[dict]:
+        """Retrieve the details of a workflow run's tasks.
+
+        Args:
+            workflow_id: Workflow run ID.
+
+        Returns:
+            List of task details.
+        """
+        return self.client.get_workflow_tasks(workflow_id, self.workspace_id)
+
+    def get_task_logs(self, workflow_id: str, task_id: str) -> str:
+        """Retrieve the execution logs for a given workflow task.
+
+        Args:
+            workflow_id: Workflow run ID.
+            task_id: Task ID.
+
+        Returns:
+            Task logs.
+        """
+        return self.client.get_task_logs(workflow_id, task_id, self.workspace_id)

From cd27aa39fdee5b239e3a0bf87ea54c3857a38420 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:27:09 -0600
Subject: [PATCH 06/20] updates mock responses

---
 tests/services/nextflowtower/responses.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/services/nextflowtower/responses.py b/tests/services/nextflowtower/responses.py
index ff4f0fe..89ed395 100644
--- a/tests/services/nextflowtower/responses.py
+++ b/tests/services/nextflowtower/responses.py
@@ -746,7 +746,7 @@
     "total": 4,
 }
 
-get_task_log = {
+get_task_logs = {
     "log": {
         "entries": ["Ciao world!"],
         "rewindToken": None,

From 9d1391596a0d0e6ae17cafd0fc1c7981b6860f5a Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:27:17 -0600
Subject: [PATCH 07/20] adds client tests

---
 tests/services/nextflowtower/test_client.py | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/tests/services/nextflowtower/test_client.py b/tests/services/nextflowtower/test_client.py
index fd26c6e..cf487d3 100644
--- a/tests/services/nextflowtower/test_client.py
+++ b/tests/services/nextflowtower/test_client.py
@@ -148,3 +148,22 @@ def test_that_list_workflows_works(client, mocker, get_response):
     result = client.list_workflows()
     mock.assert_called()
     assert len(result) == 3
+
+
+def test_that_get_workflow_tasks_works(client, mocker, get_response):
+    mock = mocker.patch.object(client, "request_json")
+    mock.return_value = get_response("get_workflow_tasks")
+    result = client.get_workflow_tasks(workspace_id=98765, workflow_id="123456789")
+    mock.assert_called()
+    print(result)
+    assert len(result) == 4
+
+
+def test_that_get_task_logs_works(client, mocker, get_response):
+    mock = mocker.patch.object(client, "request_json")
+    mock.return_value = get_response("get_task_logs")
+    result = client.get_task_logs(
+        workspace_id=98765, task_id=1, workflow_id="123456789"
+    )
+    mock.assert_called()
+    assert result == "Ciao world!"

From 0a9ca503dbda8bef207a5c0c140d8f10678073a5 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:30:04 -0600
Subject: [PATCH 08/20] removes dictionary from models

---
 src/orca/services/nextflowtower/models.py | 28 -----------------------
 1 file changed, 28 deletions(-)

diff --git a/src/orca/services/nextflowtower/models.py b/src/orca/services/nextflowtower/models.py
index ecd98ff..51216bb 100644
--- a/src/orca/services/nextflowtower/models.py
+++ b/src/orca/services/nextflowtower/models.py
@@ -342,34 +342,6 @@ def status(self) -> WorkflowStatus:
 class WorkflowTask(BaseTowerModel):
     """Nextflow Tower workflow task details."""
 
-    {
-        "id": 4638140,
-        "taskId": 1,
-        "status": "COMPLETED",
-        "name": "sayHello (1)",
-        "module": [],
-        "queue": "TowerForge-5im9knMLfGTl9qrPNcDk0t-work",
-        "memory": None,
-        "script": "\necho 'Bonjour world!'\n",
-        "tag": None,
-        "executor": "awsbatch",
-        "duration": 178310,
-        "container": "wave.seqera.io/wt/35bcf310401b/nextflow/bash:latest",
-        "process": "sayHello",
-        "attempt": 1,
-        "scratch": None,
-        "workdir": "s3://example-project-tower-scratch/work/53/d1a4bedd867b9b005c1e86291334cf",
-        "disk": None,
-        "priceModel": "spot",
-        "cost": 5.76389e-05,
-        "errorAction": None,
-        "nativeId": "1ffe9499-1566-4140-b652-cb930413cf77",
-        "env": None,
-        "exitStatus": 0,
-        "cpus": 1,
-        "machineType": "c6i.2xlarge",
-        "hash": "53/d1a4be",
-    }
     id: int
     task_id: int
     status: str

From 62fce82e9b1e64ca9042a183089dc25c1fce2364 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Tue, 24 Oct 2023 15:34:39 -0600
Subject: [PATCH 09/20] fix pre-commit issues

---
 src/orca/services/nextflowtower/ops.py    | 9 +++++++--
 tests/services/nextflowtower/responses.py | 8 ++++----
 2 files changed, 11 insertions(+), 6 deletions(-)

diff --git a/src/orca/services/nextflowtower/ops.py b/src/orca/services/nextflowtower/ops.py
index 807f541..1fe2aae 100644
--- a/src/orca/services/nextflowtower/ops.py
+++ b/src/orca/services/nextflowtower/ops.py
@@ -11,7 +11,12 @@
 from orca.services.nextflowtower.client import NextflowTowerClient
 from orca.services.nextflowtower.client_factory import NextflowTowerClientFactory
 from orca.services.nextflowtower.config import NextflowTowerConfig
-from orca.services.nextflowtower.models import LaunchInfo, Workflow, WorkflowStatus
+from orca.services.nextflowtower.models import (
+    LaunchInfo,
+    Workflow,
+    WorkflowStatus,
+    WorkflowTask,
+)
 from orca.services.nextflowtower.utils import increment_suffix
 
 logger = logging.getLogger(__name__)
@@ -273,7 +278,7 @@ async def monitor_workflow(
         logger.info(f"{workflow} is now done!")
         return workflow.status
 
-    def get_workflow_tasks(self, workflow_id: str) -> list[dict]:
+    def get_workflow_tasks(self, workflow_id: str) -> list[WorkflowTask]:
         """Retrieve the details of a workflow run's tasks.
 
         Args:
diff --git a/tests/services/nextflowtower/responses.py b/tests/services/nextflowtower/responses.py
index 89ed395..f17944a 100644
--- a/tests/services/nextflowtower/responses.py
+++ b/tests/services/nextflowtower/responses.py
@@ -551,7 +551,7 @@
                 "process": "sayHello",
                 "attempt": 1,
                 "scratch": None,
-                "workdir": "s3://example-project-tower-scratch/work/53/d1a4bedd867b9b005c1e86291334cf",
+                "workdir": "s3://example-bucket/work/53/d1a4bedd867b9b005c1e86291334cf",
                 "disk": None,
                 "cloudZone": "us-east-1d",
                 "priceModel": "spot",
@@ -604,7 +604,7 @@
                 "process": "sayHello",
                 "attempt": 1,
                 "scratch": None,
-                "workdir": "s3://example-project-tower-scratch/work/8b/96b02f951f46594c6d6f310e77abc7",
+                "workdir": "s3://example-bucket/work/8b/96b02f951f46594c6d6f310e77abc7",
                 "disk": None,
                 "cloudZone": "us-east-1d",
                 "priceModel": "spot",
@@ -657,7 +657,7 @@
                 "process": "sayHello",
                 "attempt": 1,
                 "scratch": None,
-                "workdir": "s3://example-project-tower-scratch/work/0f/929495d8a0f66c9e85a4c4f0820a54",
+                "workdir": "s3://example-bucket/work/0f/929495d8a0f66c9e85a4c4f0820a54",
                 "disk": None,
                 "cloudZone": "us-east-1d",
                 "priceModel": "spot",
@@ -710,7 +710,7 @@
                 "process": "sayHello",
                 "attempt": 1,
                 "scratch": None,
-                "workdir": "s3://example-project-tower-scratch/work/de/3458310872e3784b889a5b7abe823e",
+                "workdir": "s3://example-bucket/work/de/3458310872e3784b889a5b7abe823e",
                 "disk": None,
                 "cloudZone": "us-east-1d",
                 "priceModel": "spot",

From 5740d7904ef0ada58867b1d48282fd326bb9e10b Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 12:21:27 -0600
Subject: [PATCH 10/20] updates pagination

---
 src/orca/services/nextflowtower/client.py   | 6 ++++--
 tests/services/nextflowtower/test_client.py | 1 -
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/src/orca/services/nextflowtower/client.py b/src/orca/services/nextflowtower/client.py
index da0c668..5ac4f92 100644
--- a/src/orca/services/nextflowtower/client.py
+++ b/src/orca/services/nextflowtower/client.py
@@ -113,7 +113,9 @@ def request_paged(self, method: str, path: str, **kwargs) -> dict[str, Any]:
         while num_items < total_size:
             kwargs["params"]["offset"] = num_items
             json = self.request_json(method, path, **kwargs)
-            total_size = json.pop("totalSize")
+            total_size = (
+                json.pop("totalSize") if json.get("totalSize") else json.pop("total")
+            )
             key_name, items = json.popitem()
             num_items += len(items)
             all_items.extend(items)
@@ -134,7 +136,7 @@ def get(self, path: str, **kwargs) -> dict[str, Any]:
             A dictionary from deserializing the JSON response.
         """
         json = self.request_json("GET", path, **kwargs)
-        if "totalSize" in json:
+        if "totalSize" in json or "total" in json:
             json = self.request_paged("GET", path, **kwargs)
         return json
 
diff --git a/tests/services/nextflowtower/test_client.py b/tests/services/nextflowtower/test_client.py
index cf487d3..df16981 100644
--- a/tests/services/nextflowtower/test_client.py
+++ b/tests/services/nextflowtower/test_client.py
@@ -155,7 +155,6 @@ def test_that_get_workflow_tasks_works(client, mocker, get_response):
     mock.return_value = get_response("get_workflow_tasks")
     result = client.get_workflow_tasks(workspace_id=98765, workflow_id="123456789")
     mock.assert_called()
-    print(result)
     assert len(result) == 4
 
 

From 99f7c50b8655bb6243b5820ab13b8c9195cc4433 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 13:11:19 -0600
Subject: [PATCH 11/20] adds ops unit tests

---
 tests/services/nextflowtower/test_ops.py | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/tests/services/nextflowtower/test_ops.py b/tests/services/nextflowtower/test_ops.py
index c06a9a3..150e3bd 100644
--- a/tests/services/nextflowtower/test_ops.py
+++ b/tests/services/nextflowtower/test_ops.py
@@ -302,3 +302,25 @@ async def test_that_monitor_workflow_works_for_an_incomplete_workflow(
 
     assert mock.call_count > 1
     assert result == models.WorkflowStatus("SUCCEEDED")
+
+
+def test_that_get_workflow_tasks_works(mocked_ops, mocker, get_response, client):
+    response = get_response("get_workflow_tasks")
+    expected = [
+        models.WorkflowTask.from_json(task["task"]) for task in response["tasks"]
+    ]
+    mock = mocker.patch.object(mocked_ops.client, "get_workflow_tasks")
+    mock.return_value = expected
+    result = mocked_ops.get_workflow_tasks(workflow_id="123456789")
+    mock.assert_called()
+    assert expected == result
+
+
+def test_that_get_task_logs_works(mocked_ops, mocker, get_response):
+    response = get_response("get_task_logs")
+    expected = "Ciao world!"
+    mock = mocker.patch.object(mocked_ops.client, "get_task_logs")
+    mock.return_value = expected
+    result = mocked_ops.get_task_logs(task_id=1, workflow_id="123456789")
+    mock.assert_called()
+    assert result == "Ciao world!"

From ae50aeecb945e958ebdb268079e7a0568660883b Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 13:12:38 -0600
Subject: [PATCH 12/20] removes unused line

---
 tests/services/nextflowtower/test_ops.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/tests/services/nextflowtower/test_ops.py b/tests/services/nextflowtower/test_ops.py
index 150e3bd..b83e623 100644
--- a/tests/services/nextflowtower/test_ops.py
+++ b/tests/services/nextflowtower/test_ops.py
@@ -317,7 +317,6 @@ def test_that_get_workflow_tasks_works(mocked_ops, mocker, get_response, client)
 
 
 def test_that_get_task_logs_works(mocked_ops, mocker, get_response):
-    response = get_response("get_task_logs")
     expected = "Ciao world!"
     mock = mocker.patch.object(mocked_ops.client, "get_task_logs")
     mock.return_value = expected

From fbfbb77047a17f3e61acac135c9dc5459c17378c Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 13:28:25 -0600
Subject: [PATCH 13/20] adds pandas to dev packages

---
 Pipfile.lock | 5217 +++++++++++++++++++++++++++++---------------------
 setup.cfg    |    1 +
 2 files changed, 2988 insertions(+), 2230 deletions(-)

diff --git a/Pipfile.lock b/Pipfile.lock
index 188c4ef..35fa605 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -18,96 +18,96 @@
     "default": {
         "aiohttp": {
             "hashes": [
-                "sha256:03543dcf98a6619254b409be2d22b51f21ec66272be4ebda7b04e6412e4b2e14",
-                "sha256:03baa76b730e4e15a45f81dfe29a8d910314143414e528737f8589ec60cf7391",
-                "sha256:0a63f03189a6fa7c900226e3ef5ba4d3bd047e18f445e69adbd65af433add5a2",
-                "sha256:10c8cefcff98fd9168cdd86c4da8b84baaa90bf2da2269c6161984e6737bf23e",
-                "sha256:147ae376f14b55f4f3c2b118b95be50a369b89b38a971e80a17c3fd623f280c9",
-                "sha256:176a64b24c0935869d5bbc4c96e82f89f643bcdf08ec947701b9dbb3c956b7dd",
-                "sha256:17b79c2963db82086229012cff93ea55196ed31f6493bb1ccd2c62f1724324e4",
-                "sha256:1a45865451439eb320784918617ba54b7a377e3501fb70402ab84d38c2cd891b",
-                "sha256:1b3ea7edd2d24538959c1c1abf97c744d879d4e541d38305f9bd7d9b10c9ec41",
-                "sha256:22f6eab15b6db242499a16de87939a342f5a950ad0abaf1532038e2ce7d31567",
-                "sha256:3032dcb1c35bc330134a5b8a5d4f68c1a87252dfc6e1262c65a7e30e62298275",
-                "sha256:33587f26dcee66efb2fff3c177547bd0449ab7edf1b73a7f5dea1e38609a0c54",
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         "aiosignal": {
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@@ -119,78 +119,78 @@
         },
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-            "version": "==3.6.2"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.0.0"
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+            "version": "==2.7.2"
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+            "version": "==1.8.0"
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-            "version": "==4.3.0"
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+            "version": "==4.6.0"
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-            "version": "==3.1.1"
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+            "version": "==3.4.0"
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-            "markers": "python_version ~= '3.7'",
-            "version": "==3.3.2"
+            "markers": "python_version ~= '3.8'",
+            "version": "==3.5.0"
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             "extras": [
                 "yaml"
             ],
             "hashes": [
-                "sha256:6ea6542e1ebffe9fd95ba01ef3f51351eac6c200a974562c7473059b9cd20aa7",
-                "sha256:f5f0d6b452c3e4a0e0922dce8815fac89dc4dbc758acef21fb9e01584d6602a5"
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-            "version": "==5.2.2"
+            "version": "==6.3.0"
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         "appdirs": {
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@@ -201,27 +201,27 @@
         },
         "argcomplete": {
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-            "markers": "python_version >= '3.6'",
-            "version": "==4.0.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.3"
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         "attrs": {
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@@ -233,19 +233,27 @@
         },
         "babel": {
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-            "version": "==2.12.1"
+            "version": "==2.13.1"
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+        "backoff": {
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-            "version": "==1.6.2"
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@@ -257,177 +265,181 @@
         },
         "cattrs": {
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-            "version": "==22.2.0"
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-            "version": "==2023.5.7"
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@@ -472,66 +484,70 @@
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             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.2.13"
+            "version": "==1.2.14"
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-            "version": "==0.3.6"
+            "version": "==0.3.7"
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         "dnspython": {
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+            "markers": "python_version >= '3.8' and python_version < '4.0'",
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@@ -559,11 +575,11 @@
         },
         "flask-appbuilder": {
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+            "version": "==4.3.6"
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         "flask-babel": {
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@@ -574,27 +590,27 @@
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@@ -622,91 +638,78 @@
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-            "version": "==20.1.0"
+            "version": "==21.2.0"
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         "h11": {
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@@ -815,19 +923,19 @@
         },
         "httpcore": {
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-            "markers": "python_version >= '3.7'",
-            "version": "==0.17.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.18.0"
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         "httpx": {
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-            "markers": "python_version >= '3.7'",
-            "version": "==0.24.0"
+            "markers": "python_version >= '3.8'",
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         "idna": {
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@@ -839,19 +947,19 @@
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-            "markers": "python_version >= '3.7'",
-            "version": "==4.13.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==6.8.0"
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@@ -879,11 +987,19 @@
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-            "version": "==4.17.3"
+            "markers": "python_version >= '3.8'",
+            "version": "==4.19.1"
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@@ -937,11 +1053,11 @@
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@@ -968,90 +1084,93 @@
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             "hashes": [
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-                "sha256:57161ab3dbfde4f57adeb12090f39592e992b9c86d206d02f6bd03ebec60f072"
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-            "version": "==1.5.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.20.1"
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         "marshmallow-oneofschema": {
             "hashes": [
@@ -1071,11 +1190,11 @@
         },
         "mdit-py-plugins": {
             "hashes": [
-                "sha256:ca9a0714ea59a24b2b044a1831f48d817dd0c817e84339f20e7889f392d77c4e",
-                "sha256:eee0adc7195e5827e17e02d2a258a2ba159944a0748f59c5099a4a27f78fcf6a"
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-            "markers": "python_version >= '3.7'",
-            "version": "==0.3.5"
+            "markers": "python_version >= '3.8'",
+            "version": "==0.4.0"
         },
         "mdurl": {
             "hashes": [
@@ -1165,6 +1284,70 @@
             "markers": "python_version >= '3.7'",
             "version": "==6.0.4"
         },
+        "opentelemetry-api": {
+            "hashes": [
+                "sha256:06abe351db7572f8afdd0fb889ce53f3c992dbf6f6262507b385cc1963e06983",
+                "sha256:982b76036fec0fdaf490ae3dfd9f28c81442a33414f737abc687a32758cdcba5"
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-exporter-otlp": {
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+                "sha256:3b4d47726da83fef84467bdf96da4f8f3d1a61b35db3c16354c391ce8e9decf6",
+                "sha256:f8cb69f80c333166e5cfaa030f9e28f7faaf343aff24caaa2cb4202ea4849b6b"
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-exporter-otlp-proto-common": {
+            "hashes": [
+                "sha256:dd63209b40702636ab6ae76a06b401b646ad7b008a906ecb41222d4af24fbdef",
+                "sha256:df60c681bd61812e50b3a39a7a1afeeb6d4066117583249fcc262269374e7a49"
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-exporter-otlp-proto-grpc": {
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+                "sha256:6c06d43c3771bda1795226e327722b4b980fa1ca1ec9e985f2ef3e29795bdd52",
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-exporter-otlp-proto-http": {
+            "hashes": [
+                "sha256:03f6e768ad25f1c3a9586e8c695db4a4adf978f8546a1285fa962e16bfbb0bd6",
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-proto": {
+            "hashes": [
+                "sha256:512c3d2c6864fb7547a69577c3907348e6c985b7a204533563cb4c4c5046203b",
+                "sha256:cf01f49b3072ee57468bccb1a4f93bdb55411f4512d0ac3f97c5c04c0040b5a2"
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-sdk": {
+            "hashes": [
+                "sha256:702e432a457fa717fd2ddfd30640180e69938f85bb7fec3e479f85f61c1843f8",
+                "sha256:f2230c276ff4c63ea09b3cb2e2ac6b1265f90af64e8d16bbf275c81a9ce8e804"
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+            "markers": "python_version >= '3.7'",
+            "version": "==1.20.0"
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+        "opentelemetry-semantic-conventions": {
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+                "sha256:0ce5b040b8a3fc816ea5879a743b3d6fe5db61f6485e4def94c6ee4d402e1eb7",
+                "sha256:45404391ed9e50998183a4925ad1b497c01c143f06500c3b9c3d0013492bb0f2"
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+            "markers": "python_version >= '3.7'",
+            "version": "==0.41b0"
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             "hashes": [
                 "sha256:046e1132c71fcf3330438a539928932caf51ddbc582496833e23de611de14562",
@@ -1175,18 +1358,19 @@
         },
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-                "sha256:a392980d2b6cffa644431898be54b0045151319d1e7ec34f0cfed48767dd334f"
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             "markers": "python_version >= '3.7'",
-            "version": "==23.1"
+            "version": "==23.2"
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-                "sha256:e564499435a2673d586f6b2130bb5b95f04a3ba06f81b8f895b651a3c76aabb1"
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-            "version": "==0.9.0"
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@@ -1217,11 +1401,11 @@
         },
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         "prison": {
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@@ -1230,32 +1414,52 @@
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@@ -1668,11 +1985,11 @@
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@@ -1684,11 +2001,11 @@
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@@ -1707,11 +2024,11 @@
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@@ -1729,11 +2046,11 @@
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@@ -1826,11 +2143,11 @@
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@@ -1914,21 +2231,21 @@
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@@ -1940,96 +2257,96 @@
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@@ -2065,78 +2382,78 @@
         },
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         "apache-airflow-providers-common-sql": {
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-                "sha256:fad2b28591ee7833049c065cd096e8f842e5798e4ff041934b9312dbbb9b5462"
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-            "version": "==1.4.0"
+            "markers": "python_version ~= '3.8'",
+            "version": "==1.8.0"
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         "apache-airflow-providers-ftp": {
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-            "version": "==3.3.1"
+            "markers": "python_version ~= '3.8'",
+            "version": "==3.6.0"
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         "apache-airflow-providers-http": {
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-                "sha256:dc9129333662e3017841c0114ee4ccce163dda2cd73ccdb1235d33b8906c8820"
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-            "version": "==4.3.0"
+            "markers": "python_version ~= '3.8'",
+            "version": "==4.6.0"
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         "apache-airflow-providers-imap": {
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-                "sha256:6b9d45b46f619eb0e2acacdee0c18ad98374e1afe8a966ba66da53d616084ffc"
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-            "version": "==3.1.1"
+            "markers": "python_version ~= '3.8'",
+            "version": "==3.4.0"
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         "apache-airflow-providers-sqlite": {
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-                "sha256:a2e1dec896dd1ceaf2171447dea988a19d48f4096c54128372e84d7e8f59ca68"
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-            "version": "==3.3.2"
+            "markers": "python_version ~= '3.8'",
+            "version": "==3.5.0"
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         "apispec": {
             "extras": [
                 "yaml"
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             "hashes": [
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-            "version": "==5.2.2"
+            "version": "==6.3.0"
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         "appnope": {
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@@ -2148,19 +2465,19 @@
         },
         "argcomplete": {
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-                "sha256:e36fd646839933cbec7941c662ecb65338248667358dd3d968405a4506a60d9b"
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-            "version": "==3.0.8"
+            "version": "==3.1.2"
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-            "markers": "python_version >= '3.6'",
-            "version": "==21.3.0"
+            "markers": "python_version >= '3.7'",
+            "version": "==23.1.0"
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         "argon2-cffi-bindings": {
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@@ -2191,34 +2508,34 @@
         },
         "arrow": {
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-                "sha256:3934b30ca1b9f292376d9db15b19446088d12ec58629bc3f0da28fd55fb633a1",
-                "sha256:5a49ab92e3b7b71d96cd6bfcc4df14efefc9dfa96ea19045815914a6ab6b1fe2"
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-            "markers": "python_version >= '3.6'",
-            "version": "==1.2.3"
+            "markers": "python_version >= '3.8'",
+            "version": "==1.3.0"
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-                "sha256:9567dfe7bd8d3c8c892227827c41cce860b368104c3431da67a0c5a65a949506"
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             "markers": "python_version >= '3.7'",
-            "version": "==3.6.0"
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-                "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"
+                "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e",
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-            "version": "==2.2.1"
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-                "sha256:8ca1e4fcf50d07413d66d1a5e416e42cfdf5851c981d679a09851a6853383b3c"
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-            "markers": "python_version >= '3.6'",
-            "version": "==4.0.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==4.0.3"
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         "attrs": {
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@@ -2237,11 +2554,11 @@
         },
         "babel": {
             "hashes": [
-                "sha256:b4246fb7677d3b98f501a39d43396d3cafdc8eadb045f4a31be01863f655c610",
-                "sha256:cc2d99999cd01d44420ae725a21c9e3711b3aadc7976d6147f622d8581963455"
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-            "version": "==2.12.1"
+            "version": "==2.13.1"
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         "backcall": {
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@@ -2250,6 +2567,14 @@
             ],
             "version": "==0.2.0"
         },
+        "backoff": {
+            "hashes": [
+                "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba",
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@@ -2278,35 +2603,35 @@
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-            "markers": "python_version >= '3.7'",
-            "version": "==6.0.0"
+            "markers": "python_version >= '3.8'",
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         "blinker": {
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-                "sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0"
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-            "version": "==1.6.2"
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@@ -2318,185 +2643,189 @@
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@@ -2733,27 +3067,35 @@
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@@ -2780,11 +3122,11 @@
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@@ -2795,27 +3137,27 @@
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@@ -3036,27 +3470,27 @@
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@@ -3074,13 +3508,21 @@
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@@ -3108,19 +3550,19 @@
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@@ -3154,11 +3596,11 @@
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@@ -3185,50 +3627,58 @@
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@@ -3256,19 +3706,19 @@
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@@ -3280,11 +3730,11 @@
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@@ -3330,11 +3780,11 @@
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@@ -3361,90 +3811,93 @@
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@@ -3480,11 +3933,11 @@
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@@ -3496,17 +3949,18 @@
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@@ -3638,35 +4093,35 @@
         },
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@@ -3678,11 +4133,11 @@
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@@ -3692,6 +4147,108 @@
             "markers": "python_version >= '3.7'",
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@@ -3700,13 +4257,51 @@
             "markers": "python_version >= '3.7'",
             "version": "==4.1.0"
         },
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-            "version": "==23.1"
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+            "version": "==7.4.0"
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@@ -3726,10 +4321,11 @@
         },
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@@ -3775,19 +4371,19 @@
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@@ -3806,39 +4402,60 @@
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@@ -4554,10 +5280,10 @@
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@@ -4569,11 +5295,11 @@
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@@ -4624,20 +5350,20 @@
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@@ -4649,19 +5375,34 @@
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@@ -4679,41 +5420,41 @@
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@@ -4731,11 +5472,11 @@
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@@ -4828,82 +5569,90 @@
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-                "sha256:9484a3fc33f812234e58a5ee834b42bb0a628054d61b5c06c323aa56c12e557d",
-                "sha256:9513ae81fcc805671ae134c4c7421ca322acf92ce8b33817e1775ea8c0176973",
-                "sha256:95d13b38c9055d607565b77cbae12e2bf0c1671c5cb8f2ee2e1230d41d2d6d34",
-                "sha256:9983e99e3a61452b39ffce98206c7e4c6d260f4e917c8fe53fb54aaf25df89a3",
-                "sha256:9a59603cf42c20d02ee5add2e3d0ce48e89c480a2a02f642fb77f142c4f37958",
-                "sha256:a57d81260e048caacf43a2f851766687f53e8a8356df6947fb0eee7336a7e2de",
-                "sha256:a7977eeaceaeb0dfffcc5643c985c337ebc33a0b1d792ae0a9b1331cdd97366f",
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-                "sha256:ae82a6d9cbaff8cb7505e81b5b7f9cd7756bb7e7110aef7914375fe56b012a90",
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-                "sha256:ecd3cb0d13ac92e7b9235d1024dba9af0788161246f12dcf1f635d634ccb206a",
-                "sha256:ed0fd5265905cc7e23709479bc152d69f4972dec32fa322d20cb77f749707e78",
-                "sha256:f6d87d0c2e87990bc00c049742d36a5dbbb1510949459af17198728890ee748a",
-                "sha256:f7434c77cd23592973ed63341b8d337e6aebaba5ed40d7f22e2d43dfd0c3a56e",
-                "sha256:f8b67ae37af8aac6160fda66c0f73bcdf65c06da9022eb76192c3fc45cfab994",
-                "sha256:f8f238144a302f17eb26b122cad9382fcff5ec6653b8a562130b9a5e44010098",
-                "sha256:fa685f7e43ce490dfb1e392ac48f584b75cd21f05dc526c160d15308236ce8a0",
-                "sha256:fce5feb57f6231376eb10d1fb68c60da106ffa0b520b3129471c466eff0304cc",
-                "sha256:fdafb93bfd5532b13a53c4090675bcd31724160017ecc73e492dc1211bc0377a",
-                "sha256:fe70d0134fe2115c08866f0cac0eb5c0788093872b5026eb438a74e1ebafd659",
-                "sha256:ff3ddedaa95284f4f22a92b362f658f3d92f272d8c0fa009051bd5490c4d5a04"
-            ],
-            "version": "==0.5.9"
+                "sha256:015f7f6c1ce8a83d57955d1dc7ddd57cb633ae00576741a4fc9a0f72ed70007d",
+                "sha256:032365dfe932bfab8e80937ad6093b4c22e67d63ad880096b5fa8768f8d829ba",
+                "sha256:0649a41cd3c98e290c16592c082dbe42c7ffec747b596172eebcafb7fd8767b0",
+                "sha256:0787e85645bb4986c27e271715bc5ce21bba428a17964e5ec527368ed64669bc",
+                "sha256:0cd6213c3cf2b9eee6f2c9867f198c39124c557f4b3b77d04a73f30fd1277a59",
+                "sha256:0f2d881f0f8bf5674f8fe4774a438c545501e40fa27320c73be4f22463af4b05",
+                "sha256:17bce637a89f6e75f0013be68becac3e38dc082e7aefaf38935e89215f0aa64a",
+                "sha256:17edd21eef863d230ea00004ebc6d582cc91d325e7132deb93f0a90eb368c855",
+                "sha256:1d5b544e79ace93fdbd0b36ed329c86e346898153ac7ba2ec62bc9b4c6b745c9",
+                "sha256:1f798165158b76365a463a4f8aa2e3c2a12eb89b1fc092e7020e93713f2ad4dc",
+                "sha256:266ec46ab9f9cb40fbb5e649f55c329fc4620fa0b1a8117bdeefe91595e182dc",
+                "sha256:26cb1307c3ca9e21a3e307ab2c2099677e071ae9c26ec10ddffb3faceddd76b3",
+                "sha256:2a497ebe617bec6a420fc47378856caae40ab0652e756f3ed40c5f1fe2a12220",
+                "sha256:2b4fac4ea2ce27b86d173ae45765ced7f159120687d4410bb6d0846cbdb170a3",
+                "sha256:2cf817a72ffec4295def5c5be615dd8f1e954cdf449d72ebac579ff427951328",
+                "sha256:2d2b054a1a5f4004967532a4b82c6d1a45421ef2a5b41d35b6a8d41c7142aabe",
+                "sha256:316e5e1c40259d482883d1926fd33fa558dc87b2bd2ca53ce237a6fe8a34e473",
+                "sha256:35fcb9def6ce137540fdc0e91b08729677548b9c393c0151a6359fd199da3bd7",
+                "sha256:376c5cc0c177f03267340f36aec23e5eaf19520d41428d87605ca2ca3235d845",
+                "sha256:3ba99d0bdbd9cabd65f914cd07b4fb2e939ce199b54ae5ace1639ce1edf8e0a2",
+                "sha256:3c011303eb2b360695d2bd4bd7ca85f42373ae89fcea48e7fa5b8dc6fc254a98",
+                "sha256:4757a82a50406a0b3a333aa0122019a331bd6f16e49fed67dca423f928b3fd4d",
+                "sha256:47fcc19158150dc4a6ae9a970c5bc12f40b0298a2b7d0c573a510a7b6bead3f3",
+                "sha256:4c28d977f516d4928f6bc0cd44561f6d0fdd661d76bac7cdc4b73e3c209441d9",
+                "sha256:5415083f7f10eac25e1c434c87f07cb9bfa58909a6cad6649166fdad21119fc5",
+                "sha256:613f83713714972886e81d71685403098a83ffdacf616f12344b52bc73705107",
+                "sha256:69cfbcbe0a05f43e780e6a198080ba28034bf2bb4804d7d28f71a0379bfd1b19",
+                "sha256:6c2f2831c5733b404d2f2da4bfd02bb4612ae18d0822e14ae79b0b92436b816d",
+                "sha256:7227f232f2daf130ba786f6834548f2cfcfa45b7ec4f0d449e72560ac298186c",
+                "sha256:72875641a907523d37f4619eb4b303611d17e0a76f2ffc423b62dd1ca67eef41",
+                "sha256:7c7302619fc962e53093ba4a94559281491c045c925e5c4defec5dac358e0568",
+                "sha256:7cbefd4f1060f05768227ddf83be126397b1d430b026c64e0eb25d3cf50c5734",
+                "sha256:80a827e173372682959a57e6b8cc4f6468b1a4495b4bc7a775ef6ca05ae3e8e8",
+                "sha256:82f2e5b31678065e7a7fa089ed974af5a4f076673cf4f414219bdadfc3246a21",
+                "sha256:82f5ca62bedbf35aaf5a75d1f53b4457a1d9b6ff033497ca346e2a0cedf13d14",
+                "sha256:8448da4092265142662bbd3fc46cb8b0796b1e259189c020bc8f738899abd0b5",
+                "sha256:863e175ce5585f9ff3eba2aa16626928387e2a576157f02c8eb247a218ecdeae",
+                "sha256:86422c6090f34906c062fd3e4fdfdccf3934f2922021e979573ae315050b4288",
+                "sha256:898fede446ca1926b8406bdd711617c2aebba8227ee8ec1f0c2f8568047116f7",
+                "sha256:8f5c14d25611b263b876e9ada1701415a13c3e9f02ea397224fbe4ca9703992b",
+                "sha256:8f6071328aad06fdcc0a4acc2dc4839396d645f5916de07584af807eb7c08407",
+                "sha256:932abb560fe739416b50716a72ba6c6c20b219edded4389d1fc93266f3505d4b",
+                "sha256:9b7cafbe946b4cafc1e5709957e6dd5c6259d241d48ed75713ded42a5e8a4663",
+                "sha256:9b8822a5c0fd9a8cffcabfcc0cd7326bad537ee614fc3654e413a03137b6da1a",
+                "sha256:a21148b8ea09a631b752d975f9410ee2a31c0e16796fdc113422a6d244be10e5",
+                "sha256:a3932f53418b408fa03bd002e6dc573a74075c2c092926dde80657c39aa2e054",
+                "sha256:a70aee572da3994238c974694767365f237fc5949a550bee78a650fe16f83184",
+                "sha256:ae80d505aee7b3172cdcc2620ca6e2f85586337371138bb2b71aa377d2c31e9a",
+                "sha256:b2686d7d8ca31531458a48e08b0344a8eec6c402405446ce7d838e2a7e43355a",
+                "sha256:bae1b1ad8d2b8cf938a60313f8f7461de609621c5dcae491b6e54975f76f83c5",
+                "sha256:bd302c6d46a3be57664571a5f0d4224646804be9890a01d73a0b294f2d3bbff1",
+                "sha256:beea5ad9bd9e56aa77a6583b6f4e347d66f1fe7b1a2cb196fff53b7634f9dc84",
+                "sha256:bf6020560584671e76375b7a0539e0d5388fc70fa183c99dc769895f7ef90233",
+                "sha256:c011997f62d0c3b40a617e61b7faaaf6078e4eeff2e95ce4c45838db537816eb",
+                "sha256:c08311db17647a47d4898fc6f8d9c1f0e58b927752c894877ff0c38b3db0d6e1",
+                "sha256:c26bada6cd109095139237a46f50fc4308f861f0d304bc9e70acbc6c4503d158",
+                "sha256:c31240e30d5636ded02a54b7280aa129344fe8e964fd63885e85d9a8a83db206",
+                "sha256:ce0ae49879d10610cf3c40f4f376bb3cc425b18d939966ac63a2a9c73eb6f32a",
+                "sha256:ce15a842c2a0bf46180ae136743b561fa276300dd7fa61fe76daf00ec7dc0c2d",
+                "sha256:ce7c20b9395696d3b5425dccf2706d374e61ccf8f3656bff9423093a6df488f5",
+                "sha256:cfc8381df1f0f873da8969729974f90111cfb61a725ef0a2e0e6215408fe1217",
+                "sha256:d1dca48687f41efd862355e58b0aa31150586219324901dbea2989a506e291d4",
+                "sha256:d3bbe2f925cc587545c8d01587b4523177408edd252a32ce6d61b97113fe234d",
+                "sha256:d917f5bc27b85611ceee4eb85f0e4088b0a03b4eed22c472409933a94ee953cf",
+                "sha256:dab84c52f64e10adc79011a08673eb80286c159b14e8fb455524bf2994f0cb38",
+                "sha256:de9cfafe97c75cd3ea052a24cd4aabf9fb0cfc3c0f9f810f00121cdf123db9e4",
+                "sha256:df35ea436592eb7e30e59c5403ec08ec3a5e7759e270cf226df73c47b3e739f5",
+                "sha256:e13cba03c7af8c8a846c4495875a09d64362cc4caeed495ada5390644411bbe7",
+                "sha256:e1935d12e503780b859d343161a80df65205d23cad7b4f6c3df6e50321e188a3",
+                "sha256:e42258f66ad9f16d9b62e9c9642742982acb1f30b90f5061522048c1cb99814f",
+                "sha256:e794e44fa260300b8850246c6371d94014753c73528f97f6ccb42f5e7ce698ae",
+                "sha256:e8638355ae2f996356f7f281e03a3e3ce31f1259510f9d551465356532e0302c",
+                "sha256:e92878cc05e844c8da937204bc34c2e6caf66709ce5936802fbfb35f04132892",
+                "sha256:ff32548e45e45bf3280ac1d28b3148337a5c6714c28db23aeb0693e33eba257e"
+            ],
+            "version": "==0.6.2"
         },
         "yarl": {
             "hashes": [
@@ -4987,11 +5736,19 @@
         },
         "ypy-websocket": {
             "hashes": [
-                "sha256:491b2cc4271df4dde9be83017c15f4532b597dc43148472eb20c5aeb838a5b46",
-                "sha256:9049d5a7d61c26c2b5a39757c9ffcbe2274bf3553adeea8de7fe1c04671d4145"
+                "sha256:43a001473f5c8abcf182f603049cf305cbc855ad8deaa9dfa0f3b5a7cea9d0ff",
+                "sha256:b1ba0dfcc9762f0ca168d2378062d3ca1299d39076b0f145d961359121042be5"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==0.8.2"
+            "version": "==0.8.4"
+        },
+        "zipp": {
+            "hashes": [
+                "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31",
+                "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==3.17.0"
         }
     }
 }
diff --git a/setup.cfg b/setup.cfg
index 42bcda2..8790d81 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -101,6 +101,7 @@ dev =
     typing-extensions~=4.5
     metaflow~=2.9
     s3fs~=2023.5
+    pandas~=2.1.1
 
 [options.entry_points]
 # Add here console scripts like:

From 3851426b5c58bbdba8a3a73385e172fba36684c1 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 13:55:42 -0600
Subject: [PATCH 14/20] adds log demo

---
 demo_nf_logs.py | 86 +++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 86 insertions(+)
 create mode 100644 demo_nf_logs.py

diff --git a/demo_nf_logs.py b/demo_nf_logs.py
new file mode 100644
index 0000000..34484b5
--- /dev/null
+++ b/demo_nf_logs.py
@@ -0,0 +1,86 @@
+import asyncio
+
+from metaflow import FlowSpec, Parameter, step
+import pandas as pd
+from orca.services.nextflowtower import NextflowTowerOps
+
+
+class LogsFlow(FlowSpec):
+    tower = NextflowTowerOps()
+
+    workflow_id = Parameter(
+        "workflow_id",
+        type=str,
+        help="Nextflow workflow ID",
+    )
+
+    # Example error reasons for the nf-histoqc workflow
+    log_reasons = [
+        "NO tissue remains detectable!",
+        "NO tissue remains detectable in mask!",
+        "Inappropriate argument value (of correct type)",
+    ]
+
+    async def get_logs(self, task):
+        """Retrieve execution logs for an individual task."""
+        print(f"Getting logs for task: {task.task_id}")
+        return {
+            "task_id": task.task_id,
+            "tag": task.tag,
+            "execution_log": self.tower.get_task_logs(
+                workflow_id=self.workflow_id, task_id=task.task_id
+            ),
+        }
+
+    async def retrieve_workflow_task_logs(self):
+        """Asynchronously retrieve execution logs for all tasks in a workflow."""
+        print("Getting workflow tasks")
+        tasks = self.tower.get_workflow_tasks(workflow_id=self.workflow_id)
+        print("Getting logs for each task")
+        task_log_list = await asyncio.gather(*[self.get_logs(task) for task in tasks])
+        return task_log_list
+
+    def determine_failure_reasons(self, task_log_list):
+        """Check for failure reasons in execution logs. Attribute failure reasons to each task."""
+        for task in task_log_list:
+            failure_reasons = []
+            for reason in self.log_reasons:
+                if reason in task["execution_log"]:
+                    failure_reasons.append(reason)
+            task["failure_reasons"] = ", ".join(failure_reasons)
+            if not task["failure_reasons"]:
+                task["failure_reasons"] = "Failure Reason Undetermined"
+            task.pop("execution_log")
+
+    @step
+    def start(self):
+        """Entry point."""
+        self.next(self.get_task_logs)
+
+    @step
+    def get_task_logs(self):
+        """Collect all task logs for a workflow."""
+        self.task_log_list = asyncio.run(self.retrieve_workflow_task_logs())
+        self.next(self.compile_failure_reasons)
+
+    @step
+    def compile_failure_reasons(self):
+        """Compile failure reasons for each task."""
+        self.determine_failure_reasons(self.task_log_list)
+        self.next(self.export_results)
+
+    @step
+    def export_results(self):
+        """Export results to CSV."""
+        logs_df = pd.DataFrame(self.task_log_list)
+        logs_df.to_csv("task_logs.csv", index=False)
+        self.next(self.end)
+
+    @step
+    def end(self):
+        """End point."""
+        print("Done")
+
+
+if __name__ == "__main__":
+    LogsFlow()

From e4a2fb13e40f6258595dc24645f490ce45bc1e4d Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 14:08:13 -0600
Subject: [PATCH 15/20] address pre-commit

---
 demo_nf_logs.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/demo_nf_logs.py b/demo_nf_logs.py
index 34484b5..af36108 100644
--- a/demo_nf_logs.py
+++ b/demo_nf_logs.py
@@ -1,7 +1,8 @@
 import asyncio
 
-from metaflow import FlowSpec, Parameter, step
 import pandas as pd
+from metaflow import FlowSpec, Parameter, step
+
 from orca.services.nextflowtower import NextflowTowerOps
 
 
@@ -41,7 +42,8 @@ async def retrieve_workflow_task_logs(self):
         return task_log_list
 
     def determine_failure_reasons(self, task_log_list):
-        """Check for failure reasons in execution logs. Attribute failure reasons to each task."""
+        """Check for failure reasons in execution logs.
+        Attribute failure reasons to each task."""
         for task in task_log_list:
             failure_reasons = []
             for reason in self.log_reasons:

From 6dd58875d4132fe437f23d7ac7fcb5010206fcd8 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 14:17:02 -0600
Subject: [PATCH 16/20] updates for failed workflow runs

---
 demo_nf_logs.py | 16 +++++++++++-----
 1 file changed, 11 insertions(+), 5 deletions(-)

diff --git a/demo_nf_logs.py b/demo_nf_logs.py
index af36108..079e9da 100644
--- a/demo_nf_logs.py
+++ b/demo_nf_logs.py
@@ -7,6 +7,9 @@
 
 
 class LogsFlow(FlowSpec):
+    """Retrieve execution logs and failure reasons for all
+    failed tasks in a workflow."""
+
     tower = NextflowTowerOps()
 
     workflow_id = Parameter(
@@ -15,7 +18,7 @@ class LogsFlow(FlowSpec):
         help="Nextflow workflow ID",
     )
 
-    # Example error reasons for the nf-histoqc workflow
+    # Example error reasons for nf-histoqc
     log_reasons = [
         "NO tissue remains detectable!",
         "NO tissue remains detectable in mask!",
@@ -34,11 +37,14 @@ async def get_logs(self, task):
         }
 
     async def retrieve_workflow_task_logs(self):
-        """Asynchronously retrieve execution logs for all tasks in a workflow."""
+        """Asynchronously retrieve execution logs for all failed tasks in a workflow."""
         print("Getting workflow tasks")
         tasks = self.tower.get_workflow_tasks(workflow_id=self.workflow_id)
-        print("Getting logs for each task")
-        task_log_list = await asyncio.gather(*[self.get_logs(task) for task in tasks])
+        failed_tasks = [task for task in tasks if task.status == "FAILED"]
+        print("Getting logs for each failed task")
+        task_log_list = await asyncio.gather(
+            *[self.get_logs(task) for task in failed_tasks]
+        )
         return task_log_list
 
     def determine_failure_reasons(self, task_log_list):
@@ -61,7 +67,7 @@ def start(self):
 
     @step
     def get_task_logs(self):
-        """Collect all task logs for a workflow."""
+        """Collect task logs for a workflow."""
         self.task_log_list = asyncio.run(self.retrieve_workflow_task_logs())
         self.next(self.compile_failure_reasons)
 

From a5e8ef7549e956205e57bd4d85c46f124090d89e Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 14:44:53 -0600
Subject: [PATCH 17/20] adds missing type hints

---
 demo_nf_logs.py                           | 6 ++++--
 src/orca/services/nextflowtower/client.py | 2 +-
 src/orca/services/nextflowtower/ops.py    | 2 +-
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/demo_nf_logs.py b/demo_nf_logs.py
index 079e9da..a3a2902 100644
--- a/demo_nf_logs.py
+++ b/demo_nf_logs.py
@@ -1,9 +1,11 @@
 import asyncio
+from typing import List
 
 import pandas as pd
 from metaflow import FlowSpec, Parameter, step
 
 from orca.services.nextflowtower import NextflowTowerOps
+from orca.services.nextflowtower.models import WorkflowTask
 
 
 class LogsFlow(FlowSpec):
@@ -25,7 +27,7 @@ class LogsFlow(FlowSpec):
         "Inappropriate argument value (of correct type)",
     ]
 
-    async def get_logs(self, task):
+    async def get_logs(self, task: WorkflowTask):
         """Retrieve execution logs for an individual task."""
         print(f"Getting logs for task: {task.task_id}")
         return {
@@ -47,7 +49,7 @@ async def retrieve_workflow_task_logs(self):
         )
         return task_log_list
 
-    def determine_failure_reasons(self, task_log_list):
+    def determine_failure_reasons(self, task_log_list: List[dict]):
         """Check for failure reasons in execution logs.
         Attribute failure reasons to each task."""
         for task in task_log_list:
diff --git a/src/orca/services/nextflowtower/client.py b/src/orca/services/nextflowtower/client.py
index 5ac4f92..613e1c6 100644
--- a/src/orca/services/nextflowtower/client.py
+++ b/src/orca/services/nextflowtower/client.py
@@ -395,7 +395,7 @@ def get_workflow_tasks(
         return [models.WorkflowTask.from_json(item["task"]) for item in items]
 
     def get_task_logs(
-        self, workflow_id: str, task_id: str, workspace_id: Optional[int]
+        self, workflow_id: str, task_id: int, workspace_id: Optional[int]
     ) -> str:
         """Retrieve the logs for a given workflow task.
 
diff --git a/src/orca/services/nextflowtower/ops.py b/src/orca/services/nextflowtower/ops.py
index 1fe2aae..7dc2669 100644
--- a/src/orca/services/nextflowtower/ops.py
+++ b/src/orca/services/nextflowtower/ops.py
@@ -289,7 +289,7 @@ def get_workflow_tasks(self, workflow_id: str) -> list[WorkflowTask]:
         """
         return self.client.get_workflow_tasks(workflow_id, self.workspace_id)
 
-    def get_task_logs(self, workflow_id: str, task_id: str) -> str:
+    def get_task_logs(self, workflow_id: str, task_id: int) -> str:
         """Retrieve the execution logs for a given workflow task.
 
         Args:

From d39006dd7e99d03a3e768d3077ea55f8797adffb Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 15:36:03 -0600
Subject: [PATCH 18/20] allow for totalSize to be 0 and default to 0

---
 src/orca/services/nextflowtower/client.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/src/orca/services/nextflowtower/client.py b/src/orca/services/nextflowtower/client.py
index 613e1c6..1d71e3f 100644
--- a/src/orca/services/nextflowtower/client.py
+++ b/src/orca/services/nextflowtower/client.py
@@ -114,7 +114,11 @@ def request_paged(self, method: str, path: str, **kwargs) -> dict[str, Any]:
             kwargs["params"]["offset"] = num_items
             json = self.request_json(method, path, **kwargs)
             total_size = (
-                json.pop("totalSize") if json.get("totalSize") else json.pop("total")
+                json.pop("totalSize")
+                if json.get("totalSize") is not None
+                else json.pop("total")
+                if json.get("total") is not None
+                else 0
             )
             key_name, items = json.popitem()
             num_items += len(items)

From cdfdad2fb74db14743bc230f78da35ba3e81c239 Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Wed, 25 Oct 2023 16:08:43 -0600
Subject: [PATCH 19/20] updates pop logic

---
 src/orca/services/nextflowtower/client.py | 8 +-------
 1 file changed, 1 insertion(+), 7 deletions(-)

diff --git a/src/orca/services/nextflowtower/client.py b/src/orca/services/nextflowtower/client.py
index 1d71e3f..75b980a 100644
--- a/src/orca/services/nextflowtower/client.py
+++ b/src/orca/services/nextflowtower/client.py
@@ -113,13 +113,7 @@ def request_paged(self, method: str, path: str, **kwargs) -> dict[str, Any]:
         while num_items < total_size:
             kwargs["params"]["offset"] = num_items
             json = self.request_json(method, path, **kwargs)
-            total_size = (
-                json.pop("totalSize")
-                if json.get("totalSize") is not None
-                else json.pop("total")
-                if json.get("total") is not None
-                else 0
-            )
+            total_size = json.pop("totalSize", None) or json.pop("total", 0)
             key_name, items = json.popitem()
             num_items += len(items)
             all_items.extend(items)

From 552e08c26000cf9979f3ea18c3a02f9a6609d76c Mon Sep 17 00:00:00 2001
From: Brad Macdonald <bwm03570@gmail.com>
Date: Thu, 26 Oct 2023 09:08:43 -0600
Subject: [PATCH 20/20] removes demo file and pandas

---
 Pipfile.lock    | 86 +++-----------------------------------------
 demo_nf_logs.py | 96 -------------------------------------------------
 setup.cfg       |  1 -
 3 files changed, 5 insertions(+), 178 deletions(-)
 delete mode 100644 demo_nf_logs.py

diff --git a/Pipfile.lock b/Pipfile.lock
index 35fa605..46d138a 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1459,7 +1459,7 @@
             "extras": [
                 "all"
             ],
-            "version": "==1.3.2.post1.dev12+gae50aee.d20231025"
+            "version": "==1.3.2.post1.dev19+gcdfdad2.d20231026"
         },
         "pycparser": {
             "hashes": [
@@ -2524,10 +2524,10 @@
         },
         "asttokens": {
             "hashes": [
-                "sha256:2e0171b991b2c959acc6c49318049236844a5da1d65ba2672c4880c1c894834e",
-                "sha256:cf8fc9e61a86461aa9fb161a14a0841a03c405fa829ac6b202670b3495d2ce69"
+                "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24",
+                "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"
             ],
-            "version": "==2.4.0"
+            "version": "==2.4.1"
         },
         "async-timeout": {
             "hashes": [
@@ -4147,44 +4147,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==0.2.3"
         },
-        "numpy": {
-            "hashes": [
-                "sha256:06934e1a22c54636a059215d6da99e23286424f316fddd979f5071093b648668",
-                "sha256:1c59c046c31a43310ad0199d6299e59f57a289e22f0f36951ced1c9eac3665b9",
-                "sha256:1d1bd82d539607951cac963388534da3b7ea0e18b149a53cf883d8f699178c0f",
-                "sha256:1e11668d6f756ca5ef534b5be8653d16c5352cbb210a5c2a79ff288e937010d5",
-                "sha256:3649d566e2fc067597125428db15d60eb42a4e0897fc48d28cb75dc2e0454e53",
-                "sha256:59227c981d43425ca5e5c01094d59eb14e8772ce6975d4b2fc1e106a833d5ae2",
-                "sha256:6081aed64714a18c72b168a9276095ef9155dd7888b9e74b5987808f0dd0a974",
-                "sha256:6965888d65d2848e8768824ca8288db0a81263c1efccec881cb35a0d805fcd2f",
-                "sha256:76ff661a867d9272cd2a99eed002470f46dbe0943a5ffd140f49be84f68ffc42",
-                "sha256:78ca54b2f9daffa5f323f34cdf21e1d9779a54073f0018a3094ab907938331a2",
-                "sha256:82e871307a6331b5f09efda3c22e03c095d957f04bf6bc1804f30048d0e5e7af",
-                "sha256:8ab9163ca8aeb7fd32fe93866490654d2f7dda4e61bc6297bf72ce07fdc02f67",
-                "sha256:9696aa2e35cc41e398a6d42d147cf326f8f9d81befcb399bc1ed7ffea339b64e",
-                "sha256:97e5d6a9f0702c2863aaabf19f0d1b6c2628fbe476438ce0b5ce06e83085064c",
-                "sha256:9f42284ebf91bdf32fafac29d29d4c07e5e9d1af862ea73686581773ef9e73a7",
-                "sha256:a03fb25610ef560a6201ff06df4f8105292ba56e7cdd196ea350d123fc32e24e",
-                "sha256:a5b411040beead47a228bde3b2241100454a6abde9df139ed087bd73fc0a4908",
-                "sha256:af22f3d8e228d84d1c0c44c1fbdeb80f97a15a0abe4f080960393a00db733b66",
-                "sha256:afd5ced4e5a96dac6725daeb5242a35494243f2239244fad10a90ce58b071d24",
-                "sha256:b9d45d1dbb9de84894cc50efece5b09939752a2d75aab3a8b0cef6f3a35ecd6b",
-                "sha256:bb894accfd16b867d8643fc2ba6c8617c78ba2828051e9a69511644ce86ce83e",
-                "sha256:c8c6c72d4a9f831f328efb1312642a1cafafaa88981d9ab76368d50d07d93cbe",
-                "sha256:cd7837b2b734ca72959a1caf3309457a318c934abef7a43a14bb984e574bbb9a",
-                "sha256:cdd9ec98f0063d93baeb01aad472a1a0840dee302842a2746a7a8e92968f9575",
-                "sha256:d1cfc92db6af1fd37a7bb58e55c8383b4aa1ba23d012bdbba26b4bcca45ac297",
-                "sha256:d1d2c6b7dd618c41e202c59c1413ef9b2c8e8a15f5039e344af64195459e3104",
-                "sha256:d2984cb6caaf05294b8466966627e80bf6c7afd273279077679cb010acb0e5ab",
-                "sha256:d58e8c51a7cf43090d124d5073bc29ab2755822181fcad978b12e144e5e5a4b3",
-                "sha256:d78f269e0c4fd365fc2992c00353e4530d274ba68f15e968d8bc3c69ce5f5244",
-                "sha256:dcfaf015b79d1f9f9c9fd0731a907407dc3e45769262d657d754c3a028586124",
-                "sha256:e44ccb93f30c75dfc0c3aa3ce38f33486a75ec9abadabd4e59f114994a9c4617",
-                "sha256:e509cbc488c735b43b5ffea175235cec24bbc57b227ef1acc691725beb230d1c"
-            ],
-            "markers": "python_version == '3.11'",
-            "version": "==1.26.1"
-        },
         "opentelemetry-api": {
             "hashes": [
                 "sha256:06abe351db7572f8afdd0fb889ce53f3c992dbf6f6262507b385cc1963e06983",
@@ -4273,36 +4235,6 @@
             "markers": "python_version >= '3.7'",
             "version": "==23.2"
         },
-        "pandas": {
-            "hashes": [
-                "sha256:02304e11582c5d090e5a52aec726f31fe3f42895d6bfc1f28738f9b64b6f0614",
-                "sha256:0489b0e6aa3d907e909aef92975edae89b1ee1654db5eafb9be633b0124abe97",
-                "sha256:05674536bd477af36aa2effd4ec8f71b92234ce0cc174de34fd21e2ee99adbc2",
-                "sha256:25e8474a8eb258e391e30c288eecec565bfed3e026f312b0cbd709a63906b6f8",
-                "sha256:29deb61de5a8a93bdd033df328441a79fcf8dd3c12d5ed0b41a395eef9cd76f0",
-                "sha256:366da7b0e540d1b908886d4feb3d951f2f1e572e655c1160f5fde28ad4abb750",
-                "sha256:3bcad1e6fb34b727b016775bea407311f7721db87e5b409e6542f4546a4951ea",
-                "sha256:4c3f32fd7c4dccd035f71734df39231ac1a6ff95e8bdab8d891167197b7018d2",
-                "sha256:4cdb0fab0400c2cb46dafcf1a0fe084c8bb2480a1fa8d81e19d15e12e6d4ded2",
-                "sha256:4f99bebf19b7e03cf80a4e770a3e65eee9dd4e2679039f542d7c1ace7b7b1daa",
-                "sha256:58d997dbee0d4b64f3cb881a24f918b5f25dd64ddf31f467bb9b67ae4c63a1e4",
-                "sha256:75ce97667d06d69396d72be074f0556698c7f662029322027c226fd7a26965cb",
-                "sha256:84e7e910096416adec68075dc87b986ff202920fb8704e6d9c8c9897fe7332d6",
-                "sha256:9e2959720b70e106bb1d8b6eadd8ecd7c8e99ccdbe03ee03260877184bb2877d",
-                "sha256:9e50e72b667415a816ac27dfcfe686dc5a0b02202e06196b943d54c4f9c7693e",
-                "sha256:a0dbfea0dd3901ad4ce2306575c54348d98499c95be01b8d885a2737fe4d7a98",
-                "sha256:b407381258a667df49d58a1b637be33e514b07f9285feb27769cedb3ab3d0b3a",
-                "sha256:b8bd1685556f3374520466998929bade3076aeae77c3e67ada5ed2b90b4de7f0",
-                "sha256:c1f84c144dee086fe4f04a472b5cd51e680f061adf75c1ae4fc3a9275560f8f4",
-                "sha256:c747793c4e9dcece7bb20156179529898abf505fe32cb40c4052107a3c620b49",
-                "sha256:cc1ab6a25da197f03ebe6d8fa17273126120874386b4ac11c1d687df288542dd",
-                "sha256:dc3657869c7902810f32bd072f0740487f9e030c1a3ab03e0af093db35a9d14e",
-                "sha256:f5ec7740f9ccb90aec64edd71434711f58ee0ea7f5ed4ac48be11cfa9abf7317",
-                "sha256:fecb198dc389429be557cde50a2d46da8434a17fe37d7d41ff102e3987fd947b",
-                "sha256:ffa8f0966de2c22de408d0e322db2faed6f6e74265aa0856f3824813cf124363"
-            ],
-            "version": "==2.1.1"
-        },
         "pandocfilters": {
             "hashes": [
                 "sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38",
@@ -4483,7 +4415,7 @@
             "extras": [
                 "all"
             ],
-            "version": "==1.3.2.post1.dev12+gae50aee.d20231025"
+            "version": "==1.3.2.post1.dev19+gcdfdad2.d20231026"
         },
         "pycodestyle": {
             "hashes": [
@@ -5396,14 +5328,6 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.8.0"
         },
-        "tzdata": {
-            "hashes": [
-                "sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a",
-                "sha256:7e65763eef3120314099b6939b5546db7adce1e7d6f2e179e3df563c70511eda"
-            ],
-            "markers": "python_version >= '2'",
-            "version": "==2023.3"
-        },
         "uc-micro-py": {
             "hashes": [
                 "sha256:30ae2ac9c49f39ac6dce743bd187fcd2b574b16ca095fa74cd9396795c954c54",
diff --git a/demo_nf_logs.py b/demo_nf_logs.py
deleted file mode 100644
index a3a2902..0000000
--- a/demo_nf_logs.py
+++ /dev/null
@@ -1,96 +0,0 @@
-import asyncio
-from typing import List
-
-import pandas as pd
-from metaflow import FlowSpec, Parameter, step
-
-from orca.services.nextflowtower import NextflowTowerOps
-from orca.services.nextflowtower.models import WorkflowTask
-
-
-class LogsFlow(FlowSpec):
-    """Retrieve execution logs and failure reasons for all
-    failed tasks in a workflow."""
-
-    tower = NextflowTowerOps()
-
-    workflow_id = Parameter(
-        "workflow_id",
-        type=str,
-        help="Nextflow workflow ID",
-    )
-
-    # Example error reasons for nf-histoqc
-    log_reasons = [
-        "NO tissue remains detectable!",
-        "NO tissue remains detectable in mask!",
-        "Inappropriate argument value (of correct type)",
-    ]
-
-    async def get_logs(self, task: WorkflowTask):
-        """Retrieve execution logs for an individual task."""
-        print(f"Getting logs for task: {task.task_id}")
-        return {
-            "task_id": task.task_id,
-            "tag": task.tag,
-            "execution_log": self.tower.get_task_logs(
-                workflow_id=self.workflow_id, task_id=task.task_id
-            ),
-        }
-
-    async def retrieve_workflow_task_logs(self):
-        """Asynchronously retrieve execution logs for all failed tasks in a workflow."""
-        print("Getting workflow tasks")
-        tasks = self.tower.get_workflow_tasks(workflow_id=self.workflow_id)
-        failed_tasks = [task for task in tasks if task.status == "FAILED"]
-        print("Getting logs for each failed task")
-        task_log_list = await asyncio.gather(
-            *[self.get_logs(task) for task in failed_tasks]
-        )
-        return task_log_list
-
-    def determine_failure_reasons(self, task_log_list: List[dict]):
-        """Check for failure reasons in execution logs.
-        Attribute failure reasons to each task."""
-        for task in task_log_list:
-            failure_reasons = []
-            for reason in self.log_reasons:
-                if reason in task["execution_log"]:
-                    failure_reasons.append(reason)
-            task["failure_reasons"] = ", ".join(failure_reasons)
-            if not task["failure_reasons"]:
-                task["failure_reasons"] = "Failure Reason Undetermined"
-            task.pop("execution_log")
-
-    @step
-    def start(self):
-        """Entry point."""
-        self.next(self.get_task_logs)
-
-    @step
-    def get_task_logs(self):
-        """Collect task logs for a workflow."""
-        self.task_log_list = asyncio.run(self.retrieve_workflow_task_logs())
-        self.next(self.compile_failure_reasons)
-
-    @step
-    def compile_failure_reasons(self):
-        """Compile failure reasons for each task."""
-        self.determine_failure_reasons(self.task_log_list)
-        self.next(self.export_results)
-
-    @step
-    def export_results(self):
-        """Export results to CSV."""
-        logs_df = pd.DataFrame(self.task_log_list)
-        logs_df.to_csv("task_logs.csv", index=False)
-        self.next(self.end)
-
-    @step
-    def end(self):
-        """End point."""
-        print("Done")
-
-
-if __name__ == "__main__":
-    LogsFlow()
diff --git a/setup.cfg b/setup.cfg
index 8790d81..42bcda2 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -101,7 +101,6 @@ dev =
     typing-extensions~=4.5
     metaflow~=2.9
     s3fs~=2023.5
-    pandas~=2.1.1
 
 [options.entry_points]
 # Add here console scripts like: