From e99c704438d3488d1ed5420a0706babbd918a698 Mon Sep 17 00:00:00 2001
From: monoxgas <monoxgas@gmail.com>
Date: Mon, 12 May 2025 21:24:44 -0600
Subject: [PATCH 1/2] Fixes for task/run input and output handling. Add
 artifacts for runs

---
 dreadnode/api/client.py |  28 ++-
 dreadnode/api/models.py | 170 +++++++++++---
 dreadnode/api/util.py   | 136 +++++++++++
 poetry.lock             | 502 ++++++++++++++++++++--------------------
 pyproject.toml          |   1 -
 5 files changed, 541 insertions(+), 296 deletions(-)
 create mode 100644 dreadnode/api/util.py

diff --git a/dreadnode/api/client.py b/dreadnode/api/client.py
index 1ce0e388..d5e917ff 100644
--- a/dreadnode/api/client.py
+++ b/dreadnode/api/client.py
@@ -7,13 +7,17 @@
 from pydantic import BaseModel
 from ulid import ULID
 
+from dreadnode.api.util import process_run, process_task
 from dreadnode.util import logger
 from dreadnode.version import VERSION
 
 from .models import (
     MetricAggregationType,
     Project,
+    RawRun,
+    RawTask,
     Run,
+    RunSummary,
     StatusFilter,
     Task,
     TimeAggregationType,
@@ -119,27 +123,33 @@ def get_project(self, project: str) -> Project:
         response = self.request("GET", f"/strikes/projects/{project!s}")
         return Project(**response.json())
 
-    def list_runs(self, project: str) -> list[Run]:
+    def list_runs(self, project: str) -> list[RunSummary]:
         response = self.request("GET", f"/strikes/projects/{project!s}/runs")
-        return [Run(**run) for run in response.json()]
+        return [RunSummary(**run) for run in response.json()]
 
-    def get_run(self, run: str | ULID) -> Run:
+    def _get_run(self, run: str | ULID) -> RawRun:
         response = self.request("GET", f"/strikes/projects/runs/{run!s}")
-        return Run(**response.json())
+        return RawRun(**response.json())
+
+    def get_run(self, run: str | ULID) -> Run:
+        return process_run(self._get_run(run))
 
     def get_run_tasks(self, run: str | ULID) -> list[Task]:
+        raw_run = self._get_run(run)
         response = self.request("GET", f"/strikes/projects/runs/{run!s}/tasks/full")
-        return [Task(**task) for task in response.json()]
+        raw_tasks = [RawTask(**task) for task in response.json()]
+        return [process_task(task, raw_run) for task in raw_tasks]
 
     def get_run_trace(self, run: str | ULID) -> list[Task | TraceSpan]:
+        raw_run = self._get_run(run)
         response = self.request("GET", f"/strikes/projects/runs/{run!s}/spans/full")
-        spans: list[Task | TraceSpan] = []
+        trace: list[Task | TraceSpan] = []
         for item in response.json():
             if "parent_task_span_id" in item:
-                spans.append(Task(**item))
+                trace.append(process_task(RawTask(**item), raw_run))
             else:
-                spans.append(TraceSpan(**item))
-        return spans
+                trace.append(TraceSpan(**item))
+        return trace
 
     # Data exports
 
diff --git a/dreadnode/api/models.py b/dreadnode/api/models.py
index 0c11913a..632997be 100644
--- a/dreadnode/api/models.py
+++ b/dreadnode/api/models.py
@@ -1,8 +1,19 @@
+import contextlib
 import typing as t
 from datetime import datetime
+from functools import cached_property
 from uuid import UUID
 
-from pydantic import BaseModel, Field
+import requests
+from pydantic import (
+    BaseModel,
+    ConfigDict,
+    Field,
+    PrivateAttr,
+    TypeAdapter,
+    ValidationError,
+    field_validator,
+)
 from ulid import ULID
 
 AnyDict = dict[str, t.Any]
@@ -79,17 +90,17 @@ class TraceLog(BaseModel):
 class TraceSpan(BaseModel):
     timestamp: datetime
     duration: int
-    trace_id: str
+    trace_id: str = Field(repr=False)
     span_id: str
-    parent_span_id: str | None
-    service_name: str | None
+    parent_span_id: str | None = Field(repr=False)
+    service_name: str | None = Field(repr=False)
     status: SpanStatus
     exception: SpanException | None
     name: str
-    attributes: AnyDict
-    resource_attributes: AnyDict
-    events: list[SpanEvent]
-    links: list[SpanLink]
+    attributes: AnyDict = Field(repr=False)
+    resource_attributes: AnyDict = Field(repr=False)
+    events: list[SpanEvent] = Field(repr=False)
+    links: list[SpanLink] = Field(repr=False)
 
 
 class Metric(BaseModel):
@@ -105,7 +116,7 @@ class ObjectRef(BaseModel):
     hash: str
 
 
-class ObjectUri(BaseModel):
+class RawObjectUri(BaseModel):
     hash: str
     schema_hash: str
     uri: str
@@ -113,14 +124,14 @@ class ObjectUri(BaseModel):
     type: t.Literal["uri"]
 
 
-class ObjectVal(BaseModel):
+class RawObjectVal(BaseModel):
     hash: str
     schema_hash: str
     value: t.Any
     type: t.Literal["val"]
 
 
-Object = ObjectUri | ObjectVal
+RawObject = RawObjectUri | RawObjectVal
 
 
 class V0Object(BaseModel):
@@ -129,56 +140,141 @@ class V0Object(BaseModel):
     value: t.Any
 
 
-class Run(BaseModel):
+class ObjectVal(BaseModel):
+    model_config = ConfigDict(arbitrary_types_allowed=True)
+
+    name: str
+    label: str
+    hash: str = Field(repr=False)
+    schema_: AnyDict
+    schema_hash: str = Field(repr=False)
+    value: t.Any
+
+    @field_validator("value")
+    @classmethod
+    def validate_value(cls, value: t.Any) -> t.Any:
+        if isinstance(value, str):
+            with contextlib.suppress(ValidationError):
+                return TypeAdapter(t.Any).validate_json(value)
+
+        return value
+
+
+class ObjectUri(BaseModel):
+    name: str
+    label: str
+    hash: str = Field(repr=False)
+    schema_: AnyDict
+    schema_hash: str = Field(repr=False)
+    uri: str
+    size: int
+
+    _value: t.Any = PrivateAttr(default=None)
+
+    @cached_property
+    def value(self) -> t.Any:
+        if self._value is not None:
+            return self._value
+
+        try:
+            response = requests.get(self.uri, timeout=5)
+            response.raise_for_status()
+            self._value = response.text
+        except requests.RequestException as e:
+            raise RuntimeError(f"Failed to fetch object from {self.uri}") from e
+
+        if isinstance(self._value, str):
+            with contextlib.suppress(ValidationError):
+                self._value = TypeAdapter(t.Any).validate_json(self._value)
+
+        return self._value
+
+
+Object = ObjectVal | ObjectUri
+
+
+class ArtifactFile(BaseModel):
+    hash: str
+    uri: str
+    size_bytes: int
+    final_real_path: str
+
+
+class ArtifactDir(BaseModel):
+    dir_path: str
+    hash: str
+    children: list[t.Union["ArtifactDir", ArtifactFile]]
+
+
+class RunSummary(BaseModel):
     id: ULID
     name: str
-    span_id: str
-    trace_id: str
+    span_id: str = Field(repr=False)
+    trace_id: str = Field(repr=False)
     timestamp: datetime
     duration: int
     status: SpanStatus
     exception: SpanException | None
     tags: set[str]
-    params: AnyDict
-    metrics: dict[str, list[Metric]]
-    inputs: list[ObjectRef]
-    outputs: list[ObjectRef]
-    objects: dict[str, Object]
-    object_schemas: AnyDict
-    schema_: AnyDict = Field(alias="schema")
+    params: AnyDict = Field(repr=False)
+    metrics: dict[str, list[Metric]] = Field(repr=False)
 
 
-class Task(BaseModel):
+class RawRun(RunSummary):
+    inputs: list[ObjectRef] = Field(repr=False)
+    outputs: list[ObjectRef] = Field(repr=False)
+    objects: dict[str, RawObject] = Field(repr=False)
+    object_schemas: AnyDict = Field(repr=False)
+    artifacts: list[ArtifactDir] = Field(repr=False)
+    schema_: AnyDict = Field(alias="schema", repr=False)
+
+
+class Run(RunSummary):
+    inputs: dict[str, Object] = Field(repr=False)
+    outputs: dict[str, Object] = Field(repr=False)
+    artifacts: list[ArtifactDir] = Field(repr=False)
+    schema_: AnyDict = Field(alias="schema", repr=False)
+
+
+class _Task(BaseModel):
     name: str
     span_id: str
-    trace_id: str
-    parent_span_id: str | None
-    parent_task_span_id: str | None
+    trace_id: str = Field(repr=False)
+    parent_span_id: str | None = Field(repr=False)
+    parent_task_span_id: str | None = Field(repr=False)
     timestamp: datetime
     duration: int
     status: SpanStatus
     exception: SpanException | None
     tags: set[str]
-    params: AnyDict
-    metrics: dict[str, list[Metric]]
-    inputs: list[ObjectRef] | list[V0Object]  # v0 compat
-    outputs: list[ObjectRef] | list[V0Object]  # v0 compat
-    schema_: AnyDict = Field(alias="schema")
-    attributes: AnyDict
-    resource_attributes: AnyDict
-    events: list[SpanEvent]
-    links: list[SpanLink]
+    params: AnyDict = Field(repr=False)
+    metrics: dict[str, list[Metric]] = Field(repr=False)
+    schema_: AnyDict = Field(alias="schema", repr=False)
+    attributes: AnyDict = Field(repr=False)
+    resource_attributes: AnyDict = Field(repr=False)
+    events: list[SpanEvent] = Field(repr=False)
+    links: list[SpanLink] = Field(repr=False)
+
+
+class RawTask(_Task):
+    inputs: list[ObjectRef] | list[V0Object] = Field(repr=False)
+    outputs: list[ObjectRef] | list[V0Object] = Field(repr=False)
+
+
+class Task(_Task):
+    inputs: dict[str, Object] = Field(repr=False)
+    outputs: dict[str, Object] = Field(repr=False)
 
 
 class Project(BaseModel):
-    id: UUID
+    id: UUID = Field(repr=False)
     key: str
     name: str
-    description: str | None
+    description: str | None = Field(repr=False)
     created_at: datetime
     updated_at: datetime
     run_count: int
-    last_run: Run | None
+    last_run: RawRun | None = Field(repr=False)
 
 
 # Derived types
diff --git a/dreadnode/api/util.py b/dreadnode/api/util.py
new file mode 100644
index 00000000..38df67b3
--- /dev/null
+++ b/dreadnode/api/util.py
@@ -0,0 +1,136 @@
+from logging import getLogger
+
+from .models import (
+    Object,
+    ObjectUri,
+    ObjectVal,
+    RawObjectVal,
+    RawRun,
+    RawTask,
+    Run,
+    Task,
+    V0Object,
+)
+
+logger = getLogger(__name__)
+
+
+def process_run(run: RawRun) -> Run:
+    inputs: dict[str, Object] = {}
+    outputs: dict[str, Object] = {}
+
+    for references, converted in ((run.inputs, inputs), (run.outputs, outputs)):
+        for ref in references:
+            if (_object := run.objects.get(ref.hash)) is None:
+                logger.error("Object %s not found in run %s", ref.hash, run.id)
+                continue
+
+            if (_schema := run.object_schemas.get(_object.schema_hash)) is None:
+                logger.error("Schema for object %s not found in run %s", ref.hash, run.id)
+                continue
+
+            if isinstance(_object, RawObjectVal):
+                converted[ref.name] = ObjectVal(
+                    name=ref.name,
+                    label=ref.label,
+                    hash=ref.hash,
+                    schema_=_schema,
+                    schema_hash=_object.schema_hash,
+                    value=_object.value,
+                )
+            else:
+                converted[ref.name] = ObjectUri(
+                    name=ref.name,
+                    label=ref.label,
+                    hash=ref.hash,
+                    schema_=_schema,
+                    schema_hash=_object.schema_hash,
+                    uri=_object.uri,
+                    size=_object.size,
+                )
+
+    return Run(
+        id=run.id,
+        name=run.name,
+        span_id=run.span_id,
+        trace_id=run.trace_id,
+        timestamp=run.timestamp,
+        duration=run.duration,
+        status=run.status,
+        exception=run.exception,
+        tags=run.tags,
+        params=run.params,
+        metrics=run.metrics,
+        inputs=inputs,
+        outputs=outputs,
+        artifacts=run.artifacts,
+        schema=run.schema_,
+    )
+
+
+def process_task(task: RawTask, run: RawRun) -> Task:
+    inputs: dict[str, Object] = {}
+    outputs: dict[str, Object] = {}
+
+    for references, converted in ((task.inputs, inputs), (task.outputs, outputs)):
+        for ref in references:
+            if isinstance(ref, V0Object):
+                converted[ref.name] = ObjectVal(
+                    name=ref.name,
+                    label=ref.label,
+                    hash="",
+                    schema_={},
+                    schema_hash="",
+                    value=ref.value,
+                )
+                continue
+
+            if (_object := run.objects.get(ref.hash)) is None:
+                logger.error("Object %s not found in run %s", ref.hash, run.id)
+                continue
+
+            if (_schema := run.object_schemas.get(_object.schema_hash)) is None:
+                logger.error("Schema for object %s not found in run %s", ref.hash, run.id)
+                continue
+
+            if isinstance(_object, RawObjectVal):
+                converted[ref.name] = ObjectVal(
+                    name=ref.name,
+                    label=ref.label,
+                    hash=ref.hash,
+                    schema_=_schema,
+                    schema_hash=_object.schema_hash,
+                    value=_object.value,
+                )
+            else:
+                converted[ref.name] = ObjectUri(
+                    name=ref.name,
+                    label=ref.label,
+                    hash=ref.hash,
+                    schema_=_schema,
+                    schema_hash=_object.schema_hash,
+                    uri=_object.uri,
+                    size=_object.size,
+                )
+
+    return Task(
+        name=task.name,
+        span_id=task.span_id,
+        trace_id=task.trace_id,
+        parent_span_id=task.parent_span_id,
+        parent_task_span_id=task.parent_task_span_id,
+        timestamp=task.timestamp,
+        duration=task.duration,
+        status=task.status,
+        exception=task.exception,
+        tags=task.tags,
+        params=task.params,
+        metrics=task.metrics,
+        inputs=inputs,
+        outputs=outputs,
+        schema=task.schema_,
+        attributes=task.attributes,
+        resource_attributes=task.resource_attributes,
+        events=task.events,
+        links=task.links,
+    )
diff --git a/poetry.lock b/poetry.lock
index bc51bff9..d91968b5 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -201,18 +201,18 @@ tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" a
 
 [[package]]
 name = "boto3"
-version = "1.38.1"
+version = "1.38.14"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "boto3-1.38.1-py3-none-any.whl", hash = "sha256:f192a4a34885a9e3e970b5ce5e6bec947be0f3fe6c4693b2a737c14407b12a5a"},
-    {file = "boto3-1.38.1.tar.gz", hash = "sha256:988e7fae7fd4d59798f84604d73a3a019c07b048f746c7c40258c0e656473887"},
+    {file = "boto3-1.38.14-py3-none-any.whl", hash = "sha256:44bc15285104683cd25dfb60abc5aac65b75d9e79b06f43094d18ed5c2739302"},
+    {file = "boto3-1.38.14.tar.gz", hash = "sha256:2cba851374c9b15facd6e7fe3adf7988c216537182d2c139e96da5c101f4cbcf"},
 ]
 
 [package.dependencies]
-botocore = ">=1.38.1,<1.39.0"
+botocore = ">=1.38.14,<1.39.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.12.0,<0.13.0"
 
@@ -221,14 +221,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.38.1"
-description = "Type annotations for boto3 1.38.1 generated with mypy-boto3-builder 8.10.1"
+version = "1.38.14"
+description = "Type annotations for boto3 1.38.14 generated with mypy-boto3-builder 8.11.0"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "boto3_stubs-1.38.1-py3-none-any.whl", hash = "sha256:3501f98c39b8c2d613b1138a4e8881ceef2ac9497ac030be47cf4336f1aa0573"},
-    {file = "boto3_stubs-1.38.1.tar.gz", hash = "sha256:25b03fdbda288c1576fbe002ecf40088e9f5d6cdf0518de8a84a7467aa898092"},
+    {file = "boto3_stubs-1.38.14-py3-none-any.whl", hash = "sha256:8efd0912ed472422426b8645d41b4947ffcd18a4ce861a15ae1e9d066459788d"},
+    {file = "boto3_stubs-1.38.14.tar.gz", hash = "sha256:7ed7e98dfdca6aa30aa21cd0524031c530f16e2eb209ce346d18674d967ff822"},
 ]
 
 [package.dependencies]
@@ -242,7 +242,7 @@ accessanalyzer = ["mypy-boto3-accessanalyzer (>=1.38.0,<1.39.0)"]
 account = ["mypy-boto3-account (>=1.38.0,<1.39.0)"]
 acm = ["mypy-boto3-acm (>=1.38.0,<1.39.0)"]
 acm-pca = ["mypy-boto3-acm-pca (>=1.38.0,<1.39.0)"]
-all = ["mypy-boto3-accessanalyzer (>=1.38.0,<1.39.0)", "mypy-boto3-account (>=1.38.0,<1.39.0)", "mypy-boto3-acm (>=1.38.0,<1.39.0)", "mypy-boto3-acm-pca (>=1.38.0,<1.39.0)", "mypy-boto3-amp (>=1.38.0,<1.39.0)", "mypy-boto3-amplify (>=1.38.0,<1.39.0)", "mypy-boto3-amplifybackend (>=1.38.0,<1.39.0)", "mypy-boto3-amplifyuibuilder (>=1.38.0,<1.39.0)", "mypy-boto3-apigateway (>=1.38.0,<1.39.0)", "mypy-boto3-apigatewaymanagementapi (>=1.38.0,<1.39.0)", "mypy-boto3-apigatewayv2 (>=1.38.0,<1.39.0)", "mypy-boto3-appconfig (>=1.38.0,<1.39.0)", "mypy-boto3-appconfigdata (>=1.38.0,<1.39.0)", "mypy-boto3-appfabric (>=1.38.0,<1.39.0)", "mypy-boto3-appflow (>=1.38.0,<1.39.0)", "mypy-boto3-appintegrations (>=1.38.0,<1.39.0)", "mypy-boto3-application-autoscaling (>=1.38.0,<1.39.0)", "mypy-boto3-application-insights (>=1.38.0,<1.39.0)", "mypy-boto3-application-signals (>=1.38.0,<1.39.0)", "mypy-boto3-applicationcostprofiler (>=1.38.0,<1.39.0)", "mypy-boto3-appmesh (>=1.38.0,<1.39.0)", 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 amplifybackend = ["mypy-boto3-amplifybackend (>=1.38.0,<1.39.0)"]
@@ -285,7 +285,7 @@ bedrock-data-automation-runtime = ["mypy-boto3-bedrock-data-automation-runtime (
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.38.0,<1.39.0)"]
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@@ -599,7 +599,6 @@ shield = ["mypy-boto3-shield (>=1.38.0,<1.39.0)"]
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@@ -607,6 +606,7 @@ socialmessaging = ["mypy-boto3-socialmessaging (>=1.38.0,<1.39.0)"]
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+ssm-guiconnect = ["mypy-boto3-ssm-guiconnect (>=1.38.0,<1.39.0)"]
 ssm-incidents = ["mypy-boto3-ssm-incidents (>=1.38.0,<1.39.0)"]
 ssm-quicksetup = ["mypy-boto3-ssm-quicksetup (>=1.38.0,<1.39.0)"]
 ssm-sap = ["mypy-boto3-ssm-sap (>=1.38.0,<1.39.0)"]
@@ -649,14 +649,14 @@ xray = ["mypy-boto3-xray (>=1.38.0,<1.39.0)"]
 
 [[package]]
 name = "botocore"
-version = "1.38.1"
+version = "1.38.14"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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+    {file = "botocore-1.38.14-py3-none-any.whl", hash = "sha256:3125ed92e9ee6137c28fd32c56934a531a372346a7b13cb86de4328d7629e156"},
+    {file = "botocore-1.38.14.tar.gz", hash = "sha256:8ac91de6c33651a5c699268f1d22fadd5e99f370230dbea97d29e4164de4e5f2"},
 ]
 
 [package.dependencies]
@@ -669,14 +669,14 @@ crt = ["awscrt (==0.23.8)"]
 
 [[package]]
 name = "botocore-stubs"
-version = "1.38.1"
+version = "1.38.14"
 description = "Type annotations and code completion for botocore"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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+    {file = "botocore_stubs-1.38.14-py3-none-any.whl", hash = "sha256:d0f65980feeef3daa9203da45832c0331c008fa50ca42431c23932a7cd160f1d"},
+    {file = "botocore_stubs-1.38.14.tar.gz", hash = "sha256:adfb5d81ebeb8ba8373d3e296c2bedf6889550c13029475e0338cc8852ddb574"},
 ]
 
 [package.dependencies]
@@ -687,14 +687,14 @@ botocore = ["botocore"]
 
 [[package]]
 name = "certifi"
-version = "2025.1.31"
+version = "2025.4.26"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
 files = [
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+    {file = "certifi-2025.4.26.tar.gz", hash = "sha256:0a816057ea3cdefcef70270d2c515e4506bbc954f417fa5ade2021213bb8f0c6"},
 ]
 
 [[package]]
@@ -711,116 +711,116 @@ files = [
 
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+version = "3.4.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
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 ]
 
 [[package]]
 name = "click"
-version = "8.1.8"
+version = "8.2.0"
 description = "Composable command line interface toolkit"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
-    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
+    {file = "click-8.2.0-py3-none-any.whl", hash = "sha256:6b303f0b2aa85f1cb4e5303078fadcbcd4e476f114fab9b5007005711839325c"},
+    {file = "click-8.2.0.tar.gz", hash = "sha256:f5452aeddd9988eefa20f90f05ab66f17fce1ee2a36907fd30b05bbb5953814d"},
 ]
 
 [package.dependencies]
@@ -853,21 +853,20 @@ files = [
 
 [[package]]
 name = "datasets"
-version = "3.5.0"
+version = "3.6.0"
 description = "HuggingFace community-driven open-source library of datasets"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
-    {file = "datasets-3.5.0-py3-none-any.whl", hash = "sha256:b3b7f163acc6ac4e01a1b00eef26d48bd4039288ceea3601d169272bd5581006"},
-    {file = "datasets-3.5.0.tar.gz", hash = "sha256:9e39560e34f83a64e48ceca7adeb645ede3c3055c5cf48ed2b454f8ed2b89754"},
+    {file = "datasets-3.6.0-py3-none-any.whl", hash = "sha256:25000c4a2c0873a710df127d08a202a06eab7bf42441a6bc278b499c2f72cd1b"},
+    {file = "datasets-3.6.0.tar.gz", hash = "sha256:1b2bf43b19776e2787e181cfd329cb0ca1a358ea014780c3581e0f276375e041"},
 ]
 
 [package.dependencies]
-aiohttp = "*"
 dill = ">=0.3.0,<0.3.9"
 filelock = "*"
-fsspec = {version = ">=2023.1.0,<=2024.12.0", extras = ["http"]}
+fsspec = {version = ">=2023.1.0,<=2025.3.0", extras = ["http"]}
 huggingface-hub = ">=0.24.0"
 multiprocess = "<0.70.17"
 numpy = ">=1.17"
@@ -880,9 +879,9 @@ tqdm = ">=4.66.3"
 xxhash = "*"
 
 [package.extras]
-audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0) ; python_version >= \"3.9\""]
+audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
 benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
-dev = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0) ; python_version >= \"3.9\"", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers", "transformers (>=4.42.0)", "zstandard"]
+dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers", "transformers (>=4.42.0)", "zstandard"]
 docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
 jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
 pdfs = ["pdfplumber (>=0.11.4)"]
@@ -890,8 +889,8 @@ quality = ["ruff (>=0.3.0)"]
 s3 = ["s3fs"]
 tensorflow = ["tensorflow (>=2.6.0)"]
 tensorflow-gpu = ["tensorflow (>=2.6.0)"]
-tests = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0) ; python_version >= \"3.9\"", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
-tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0) ; python_version >= \"3.9\"", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
 torch = ["torch"]
 vision = ["Pillow (>=9.4.0)"]
 
@@ -986,14 +985,14 @@ develop = ["aiohttp", "furo", "httpx", "opentelemetry-api", "opentelemetry-sdk",
 
 [[package]]
 name = "elasticsearch"
-version = "8.18.0"
+version = "8.18.1"
 description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "elasticsearch-8.18.0-py3-none-any.whl", hash = "sha256:b26a6e67958b7bd04711a31f3400197aabf4a6f03873eadce1a0aeb446653886"},
-    {file = "elasticsearch-8.18.0.tar.gz", hash = "sha256:4fb28cfe82d480c72fc049e659afe4cad450b318c210e43493ca402e900793eb"},
+    {file = "elasticsearch-8.18.1-py3-none-any.whl", hash = "sha256:1a8c8b5ec3ce5be88f96d2f898375671648e96272978bce0dee3137d9326aabb"},
+    {file = "elasticsearch-8.18.1.tar.gz", hash = "sha256:998035f17a8c1fba7ae26b183dca797dcf95db86da6a7ecba56d31afc40f07c7"},
 ]
 
 [package.dependencies]
@@ -1027,17 +1026,20 @@ tests = ["pytest"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.2"
+version = "1.3.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 markers = "python_version < \"3.11\""
 files = [
-    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
-    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
+    {file = "exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10"},
+    {file = "exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88"},
 ]
 
+[package.dependencies]
+typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
+
 [package.extras]
 test = ["pytest (>=6)"]
 
@@ -1056,22 +1058,6 @@ files = [
 [package.extras]
 tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
-[[package]]
-name = "fast-depends"
-version = "2.4.12"
-description = "FastDepends - extracted and cleared from HTTP domain logic FastAPI Dependency Injection System. Async and sync are both supported."
-optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "fast_depends-2.4.12-py3-none-any.whl", hash = "sha256:9e5d110ddc962329e46c9b35e5fe65655984247a13ee3ca5a33186db7d2d75c2"},
-    {file = "fast_depends-2.4.12.tar.gz", hash = "sha256:9393e6de827f7afa0141e54fa9553b737396aaf06bd0040e159d1f790487b16d"},
-]
-
-[package.dependencies]
-anyio = ">=3.0.0,<5.0.0"
-pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
-
 [[package]]
 name = "filelock"
 version = "3.18.0"
@@ -1206,14 +1192,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.12.0"
+version = "2025.3.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
-    {file = "fsspec-2024.12.0-py3-none-any.whl", hash = "sha256:b520aed47ad9804237ff878b504267a3b0b441e97508bd6d2d8774e3db85cee2"},
-    {file = "fsspec-2024.12.0.tar.gz", hash = "sha256:670700c977ed2fb51e0d9f9253177ed20cbde4a3e5c0283cc5385b5870c8533f"},
+    {file = "fsspec-2025.3.0-py3-none-any.whl", hash = "sha256:efb87af3efa9103f94ca91a7f8cb7a4df91af9f74fc106c9c7ea0efd7277c1b3"},
+    {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
 ]
 
 [package.dependencies]
@@ -1244,7 +1230,7 @@ sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
 test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
-test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
@@ -1268,31 +1254,53 @@ grpc = ["grpcio (>=1.44.0,<2.0.0)"]
 
 [[package]]
 name = "h11"
-version = "0.14.0"
+version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
+    {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
+]
+
+[[package]]
+name = "hf-xet"
+version = "1.1.1"
+description = ""
+optional = false
+python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
-    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
-    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+    {file = "hf_xet-1.1.1-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e39a8513f0854656116c837d387d9a41e9d78430b1a181442f04c223cbc4e8f8"},
+    {file = "hf_xet-1.1.1-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:c60cd67be384cb9e592fa6dfd29a10fddffa1feb2f3b31f53e980630d1ca0fd6"},
+    {file = "hf_xet-1.1.1-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5efc6cf15930d9b0cef25c0444e00c2f55d9e09f856f26ed8c809fd5cd1aa044"},
+    {file = "hf_xet-1.1.1-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:504bbc8341edc2aa4b3c20c1fdda818554ab34e4175730f42e2a90436cbbe706"},
+    {file = "hf_xet-1.1.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:87d030157a21016c2cddf757a5fd6f1f364d86afef6e190e63a37dd4dc6f6c98"},
+    {file = "hf_xet-1.1.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6e9b640f0f002b3bea36739b30cf3133b3175c27a342b39315be9a9bdb0cec5b"},
+    {file = "hf_xet-1.1.1-cp37-abi3-win_amd64.whl", hash = "sha256:215a4e95009a0b9795ca3cf33db4e8d1248139593d7e1185661cd19b062d2b82"},
+    {file = "hf_xet-1.1.1.tar.gz", hash = "sha256:3e75d6e04c38c80115b640c025d68c3dc14d62f8b244011dfe547363674a1e87"},
 ]
+markers = {main = "extra == \"training\" and (platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\")", dev = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+
+[package.extras]
+tests = ["pytest"]
 
 [[package]]
 name = "httpcore"
-version = "1.0.8"
+version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
-    {file = "httpcore-1.0.8-py3-none-any.whl", hash = "sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be"},
-    {file = "httpcore-1.0.8.tar.gz", hash = "sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad"},
+    {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
+    {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
 ]
 
 [package.dependencies]
 certifi = "*"
-h11 = ">=0.13,<0.15"
+h11 = ">=0.16"
 
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
@@ -1327,20 +1335,21 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.30.2"
+version = "0.31.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main", "dev"]
 files = [
-    {file = "huggingface_hub-0.30.2-py3-none-any.whl", hash = "sha256:68ff05969927058cfa41df4f2155d4bb48f5f54f719dd0390103eefa9b191e28"},
-    {file = "huggingface_hub-0.30.2.tar.gz", hash = "sha256:9a7897c5b6fd9dad3168a794a8998d6378210f5b9688d0dfc180b1a228dc2466"},
+    {file = "huggingface_hub-0.31.1-py3-none-any.whl", hash = "sha256:43f73124819b48b42d140cbc0d7a2e6bd15b2853b1b9d728d4d55ad1750cac5b"},
+    {file = "huggingface_hub-0.31.1.tar.gz", hash = "sha256:492bb5f545337aa9e2f59b75ef4c5f535a371e8958a6ce90af056387e67f1180"},
 ]
 markers = {main = "extra == \"training\""}
 
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.0,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1353,7 +1362,7 @@ cli = ["InquirerPy (==0.3.4)"]
 dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
-hf-xet = ["hf-xet (>=0.1.4)"]
+hf-xet = ["hf-xet (>=1.1.0,<2.0.0)"]
 inference = ["aiohttp"]
 quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
@@ -1662,14 +1671,14 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "litellm"
-version = "1.67.1"
+version = "1.69.1"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 groups = ["dev"]
 files = [
-    {file = "litellm-1.67.1-py3-none-any.whl", hash = "sha256:8fff5b2a16b63bb594b94d6c071ad0f27d3d8cd4348bd5acea2fd40c8e0c11e8"},
-    {file = "litellm-1.67.1.tar.gz", hash = "sha256:78eab1bd3d759ec13aa4a05864356a4a4725634e78501db609d451bf72150ee7"},
+    {file = "litellm-1.69.1-py3-none-any.whl", hash = "sha256:43eb76d16d2c19881856740491adc43474b4a1e7cd405e65edc42e5c8ccfb65d"},
+    {file = "litellm-1.69.1.tar.gz", hash = "sha256:96886aec050b93c76da7d45b3d633c287cfedf18de046542c3c681c386f56136"},
 ]
 
 [package.dependencies]
@@ -1679,7 +1688,7 @@ httpx = ">=0.23.0"
 importlib-metadata = ">=6.8.0"
 jinja2 = ">=3.1.2,<4.0.0"
 jsonschema = ">=4.22.0,<5.0.0"
-openai = ">=1.68.2"
+openai = ">=1.68.2,<1.76.0"
 pydantic = ">=2.0.0,<3.0.0"
 python-dotenv = ">=0.2.0"
 tiktoken = ">=0.7.0"
@@ -1687,25 +1696,25 @@ tokenizers = "*"
 
 [package.extras]
 extra-proxy = ["azure-identity (>=1.15.0,<2.0.0)", "azure-keyvault-secrets (>=4.8.0,<5.0.0)", "google-cloud-kms (>=2.21.3,<3.0.0)", "prisma (==0.11.0)", "redisvl (>=0.4.1,<0.5.0) ; python_version >= \"3.9\" and python_version < \"3.14\"", "resend (>=0.8.0,<0.9.0)"]
-proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "boto3 (==1.34.34)", "cryptography (>=43.0.1,<44.0.0)", "fastapi (>=0.115.5,<0.116.0)", "fastapi-sso (>=0.16.0,<0.17.0)", "gunicorn (>=23.0.0,<24.0.0)", "litellm-proxy-extras (==0.1.11)", "mcp (==1.5.0) ; python_version >= \"3.10\"", "orjson (>=3.9.7,<4.0.0)", "pynacl (>=1.5.0,<2.0.0)", "python-multipart (>=0.0.18,<0.0.19)", "pyyaml (>=6.0.1,<7.0.0)", "rq", "uvicorn (>=0.29.0,<0.30.0)", "uvloop (>=0.21.0,<0.22.0)", "websockets (>=13.1.0,<14.0.0)"]
+proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "boto3 (==1.34.34)", "cryptography (>=43.0.1,<44.0.0)", "fastapi (>=0.115.5,<0.116.0)", "fastapi-sso (>=0.16.0,<0.17.0)", "gunicorn (>=23.0.0,<24.0.0)", "litellm-enterprise (==0.1.2)", "litellm-proxy-extras (==0.1.20)", "mcp (==1.5.0) ; python_version >= \"3.10\"", "orjson (>=3.9.7,<4.0.0)", "pynacl (>=1.5.0,<2.0.0)", "python-multipart (>=0.0.18,<0.0.19)", "pyyaml (>=6.0.1,<7.0.0)", "rich (==13.7.1)", "rq", "uvicorn (>=0.29.0,<0.30.0)", "uvloop (>=0.21.0,<0.22.0) ; sys_platform != \"win32\"", "websockets (>=13.1.0,<14.0.0)"]
 
 [[package]]
 name = "logfire"
-version = "3.14.0"
+version = "3.15.1"
 description = "The best Python observability tool! 🪵🔥"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "logfire-3.14.0-py3-none-any.whl", hash = "sha256:4f95cf98a7c29cd7cd00e093ba75ce1e4e19e5069acda8b1577a4b7790e0237a"},
-    {file = "logfire-3.14.0.tar.gz", hash = "sha256:afdd23386a8a57da7ab97938cc5eec17928ce9195907b85860d906f04c5d33e3"},
+    {file = "logfire-3.15.1-py3-none-any.whl", hash = "sha256:97550d5e7d9689cbce014a1858db83be7ed4f97a52e52e99269b2592aa233515"},
+    {file = "logfire-3.15.1.tar.gz", hash = "sha256:fb2ad223b0079d1ecc17455dc8ede681b9a5533e55a6db365db569d33e3d6752"},
 ]
 
 [package.dependencies]
 executing = ">=2.0.1"
-opentelemetry-exporter-otlp-proto-http = ">=1.21.0,<1.33.0"
+opentelemetry-exporter-otlp-proto-http = ">=1.21.0,<1.34.0"
 opentelemetry-instrumentation = ">=0.41b0"
-opentelemetry-sdk = ">=1.21.0,<1.33.0"
+opentelemetry-sdk = ">=1.21.0,<1.34.0"
 protobuf = ">=4.23.4"
 rich = ">=13.4.2"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
@@ -1735,14 +1744,14 @@ wsgi = ["opentelemetry-instrumentation-wsgi (>=0.42b0)"]
 
 [[package]]
 name = "logfire-api"
-version = "3.14.0"
+version = "3.15.1"
 description = "Shim for the Logfire SDK which does nothing unless Logfire is installed"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "logfire_api-3.14.0-py3-none-any.whl", hash = "sha256:e01f9049bca809cc102eb7550c4263fe560fa26abd68688e6dc2b8666e506a57"},
-    {file = "logfire_api-3.14.0.tar.gz", hash = "sha256:70d5bcf075a50e89ecf8cdabe6220e3b00978fa5c0bb56cb9c75d8619107df49"},
+    {file = "logfire_api-3.15.1-py3-none-any.whl", hash = "sha256:dfe344ce3e67ccada347c98112ee044ff0a52e8900f7dc0ff20c683d0c81c13f"},
+    {file = "logfire_api-3.15.1.tar.gz", hash = "sha256:50705b905408d007163c82ba4cb76a36dd85b7d401568ea9321d1de2171eb157"},
 ]
 
 [[package]]
@@ -2200,14 +2209,14 @@ files = [
 
 [[package]]
 name = "openai"
-version = "1.76.0"
+version = "1.75.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "openai-1.76.0-py3-none-any.whl", hash = "sha256:a712b50e78cf78e6d7b2a8f69c4978243517c2c36999756673e07a14ce37dc0a"},
-    {file = "openai-1.76.0.tar.gz", hash = "sha256:fd2bfaf4608f48102d6b74f9e11c5ecaa058b60dad9c36e409c12477dfd91fb2"},
+    {file = "openai-1.75.0-py3-none-any.whl", hash = "sha256:fe6f932d2ded3b429ff67cc9ad118c71327db32eb9d32dd723de3acfca337125"},
+    {file = "openai-1.75.0.tar.gz", hash = "sha256:fb3ea907efbdb1bcfd0c44507ad9c961afd7dce3147292b54505ecfd17be8fd1"},
 ]
 
 [package.dependencies]
@@ -2227,14 +2236,14 @@ voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.32.1"
+version = "1.33.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_api-1.32.1-py3-none-any.whl", hash = "sha256:bbd19f14ab9f15f0e85e43e6a958aa4cb1f36870ee62b7fd205783a112012724"},
-    {file = "opentelemetry_api-1.32.1.tar.gz", hash = "sha256:a5be71591694a4d9195caf6776b055aa702e964d961051a0715d05f8632c32fb"},
+    {file = "opentelemetry_api-1.33.0-py3-none-any.whl", hash = "sha256:158df154f628e6615b65fdf6e59f99afabea7213e72c5809dd4adf06c0d997cd"},
+    {file = "opentelemetry_api-1.33.0.tar.gz", hash = "sha256:cc4380fd2e6da7dcb52a828ea81844ed1f4f2eb638ca3c816775109d93d58ced"},
 ]
 
 [package.dependencies]
@@ -2243,68 +2252,68 @@ importlib-metadata = ">=6.0,<8.7.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.32.1"
+version = "1.33.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.32.1-py3-none-any.whl", hash = "sha256:a1e9ad3d0d9a9405c7ff8cdb54ba9b265da16da9844fe36b8c9661114b56c5d9"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.32.1.tar.gz", hash = "sha256:da4edee4f24aaef109bfe924efad3a98a2e27c91278115505b298ee61da5d68e"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.33.0-py3-none-any.whl", hash = "sha256:5c282fc752e4ebdf484c6af2f22d0af2048a5685400d59524e8a3dbcee315014"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.33.0.tar.gz", hash = "sha256:2f43679dab68ce7708db18cb145b59a7e9184d46608ef037c9c22f47c5beb320"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.32.1"
+opentelemetry-proto = "1.33.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.32.1"
+version = "1.33.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.32.1-py3-none-any.whl", hash = "sha256:3cc048b0c295aa2cbafb883feaf217c7525b396567eeeabb5459affb08b7fefe"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.32.1.tar.gz", hash = "sha256:f854a6e7128858213850dbf1929478a802faf50e799ffd2eb4d7424390023828"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.33.0-py3-none-any.whl", hash = "sha256:5babd7498845c12c2d503d8c185ce345cb35e91805d4e3e5ac32a3abd8f75d64"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.33.0.tar.gz", hash = "sha256:bf0cf7568432621b903223e5b72aa9f8fe425fcc748e54d0b21ebe99885c12ee"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.32.1"
-opentelemetry-proto = "1.32.1"
-opentelemetry-sdk = ">=1.32.1,<1.33.0"
+opentelemetry-exporter-otlp-proto-common = "1.33.0"
+opentelemetry-proto = "1.33.0"
+opentelemetry-sdk = ">=1.33.0,<1.34.0"
 requests = ">=2.7,<3.0"
 
 [[package]]
 name = "opentelemetry-instrumentation"
-version = "0.53b1"
+version = "0.54b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_instrumentation-0.53b1-py3-none-any.whl", hash = "sha256:c07850cecfbc51e8b357f56d5886ae5ccaa828635b220d0f5e78f941ea9a83ca"},
-    {file = "opentelemetry_instrumentation-0.53b1.tar.gz", hash = "sha256:0e69ca2c75727e8a300de671c4a2ec0e86e63a8e906beaa5d6c9f5228e8687e5"},
+    {file = "opentelemetry_instrumentation-0.54b0-py3-none-any.whl", hash = "sha256:1a502238f8af65625ad48800d268d467653e319d959e1732d3b3248916d21327"},
+    {file = "opentelemetry_instrumentation-0.54b0.tar.gz", hash = "sha256:2949d0bbf2316eb5d928a5ef610d0a8a2c261ba80167d878abf6016e1c4ae7bb"},
 ]
 
 [package.dependencies]
 opentelemetry-api = ">=1.4,<2.0"
-opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-semantic-conventions = "0.54b0"
 packaging = ">=18.0"
 wrapt = ">=1.0.0,<2.0.0"
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.32.1"
+version = "1.33.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_proto-1.32.1-py3-none-any.whl", hash = "sha256:fe56df31033ab0c40af7525f8bf4c487313377bbcfdf94184b701a8ccebc800e"},
-    {file = "opentelemetry_proto-1.32.1.tar.gz", hash = "sha256:bc6385ccf87768f029371535312071a2d09e6c9ebf119ac17dbc825a6a56ba53"},
+    {file = "opentelemetry_proto-1.33.0-py3-none-any.whl", hash = "sha256:84a1d7daacac4aa0f24a5b1190a3e0619011dbff56f945fc2b6fc0a18f48b942"},
+    {file = "opentelemetry_proto-1.33.0.tar.gz", hash = "sha256:ec5aa35486c990207ead2512a8d616d1b324928562c91dbc7e0cb9aa48c60b7b"},
 ]
 
 [package.dependencies]
@@ -2312,36 +2321,36 @@ protobuf = ">=5.0,<6.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.32.1"
+version = "1.33.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_sdk-1.32.1-py3-none-any.whl", hash = "sha256:bba37b70a08038613247bc42beee5a81b0ddca422c7d7f1b097b32bf1c7e2f17"},
-    {file = "opentelemetry_sdk-1.32.1.tar.gz", hash = "sha256:8ef373d490961848f525255a42b193430a0637e064dd132fd2a014d94792a092"},
+    {file = "opentelemetry_sdk-1.33.0-py3-none-any.whl", hash = "sha256:bed376b6d37fbf00688bb65edfee817dd01d48b8559212831437529a6066049a"},
+    {file = "opentelemetry_sdk-1.33.0.tar.gz", hash = "sha256:a7fc56d1e07b218fcc316b24d21b59d3f1967b2ca22c217b05da3a26b797cc68"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.32.1"
-opentelemetry-semantic-conventions = "0.53b1"
+opentelemetry-api = "1.33.0"
+opentelemetry-semantic-conventions = "0.54b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.53b1"
+version = "0.54b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_semantic_conventions-0.53b1-py3-none-any.whl", hash = "sha256:21df3ed13f035f8f3ea42d07cbebae37020367a53b47f1ebee3b10a381a00208"},
-    {file = "opentelemetry_semantic_conventions-0.53b1.tar.gz", hash = "sha256:4c5a6fede9de61211b2e9fc1e02e8acacce882204cd770177342b6a3be682992"},
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+    {file = "opentelemetry_semantic_conventions-0.54b0.tar.gz", hash = "sha256:467b739977bdcb079af1af69f73632535cdb51099d5e3c5709a35d10fe02a9c9"},
 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-opentelemetry-api = "1.32.1"
+opentelemetry-api = "1.33.0"
 
 [[package]]
 name = "packaging"
@@ -2558,14 +2567,14 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
 ]
 
 [package.extras]
@@ -2622,14 +2631,14 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "proglog"
-version = "0.1.11"
+version = "0.1.12"
 description = "Log and progress bar manager for console, notebooks, web..."
 optional = false
 python-versions = "*"
 groups = ["dev"]
 files = [
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+    {file = "proglog-0.1.12.tar.gz", hash = "sha256:361ee074721c277b89b75c061336cb8c5f287c92b043efa562ccf7866cda931c"},
 ]
 
 [package.dependencies]
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@@ -3527,7 +3535,6 @@ files = [
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@@ -3545,7 +3551,6 @@ files = [
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-    {file = "ruamel.yaml.clib-0.2.12-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:4f6f3eac23941b32afccc23081e1f50612bdbe4e982012ef4f5797986828cd01"},
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@@ -3554,7 +3559,6 @@ files = [
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@@ -3562,30 +3566,30 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.11.6"
+version = "0.11.9"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -3921,14 +3925,14 @@ vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
 name = "typer"
-version = "0.15.2"
+version = "0.15.3"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3939,14 +3943,14 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-awscrt"
-version = "0.26.1"
+version = "0.27.1"
 description = "Type annotations and code completion for awscrt"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "types_awscrt-0.26.1-py3-none-any.whl", hash = "sha256:176d320a26990efc057d4bf71396e05be027c142252ac48cc0d87aaea0704280"},
-    {file = "types_awscrt-0.26.1.tar.gz", hash = "sha256:aca96f889b3745c0e74f42f08f277fed3bf6e9baa2cf9b06a36f78d77720e504"},
+    {file = "types_awscrt-0.27.1-py3-none-any.whl", hash = "sha256:e86b83d0fd8c770f985b8c458c28e232dae9adee0689d0a9671868a8bf397b0a"},
+    {file = "types_awscrt-0.27.1.tar.gz", hash = "sha256:3c2bee52ee45022daaf4f106d5d1b5f0ff0a8e3e6093dda65f5315b7669bc418"},
 ]
 
 [[package]]
@@ -4059,14 +4063,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.30.0"
+version = "20.31.2"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "virtualenv-20.30.0-py3-none-any.whl", hash = "sha256:e34302959180fca3af42d1800df014b35019490b119eba981af27f2fa486e5d6"},
-    {file = "virtualenv-20.30.0.tar.gz", hash = "sha256:800863162bcaa5450a6e4d721049730e7f2dae07720e0902b0e4040bd6f9ada8"},
+    {file = "virtualenv-20.31.2-py3-none-any.whl", hash = "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11"},
+    {file = "virtualenv-20.31.2.tar.gz", hash = "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"},
 ]
 
 [package.dependencies]
@@ -4473,4 +4477,4 @@ training = ["transformers"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.14"
-content-hash = "e229acba61403826d1e4478753c7294fcceba369ba4ced1fa72855cea246f2c2"
+content-hash = "41eca5e8e88105efc70fe88fc0a8259511439b329da854c463d1e13df445165e"
diff --git a/pyproject.toml b/pyproject.toml
index 882f15e2..2e9ee4db 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,7 +18,6 @@ pydantic = "^2.9.2"
 httpx = "^0.28.0"
 logfire = "^3.5.3"
 python-ulid = "^3.0.0"
-fast-depends = "^2.4.12"
 coolname = "^2.2.0"
 pandas = "^2.2.3"
 fsspec = {version = ">=2023.1.0,<=2025.3.0", extras = ["s3"]} # Pinned for datasets compatibility

From 3a246e0b180f1e68b4cea2abfc4074e0561671b4 Mon Sep 17 00:00:00 2001
From: monoxgas <monoxgas@gmail.com>
Date: Mon, 12 May 2025 22:10:03 -0600
Subject: [PATCH 2/2] Add tree structuring to task and trace api functions

---
 dreadnode/api/client.py | 49 ++++++++++++++++++++++++++++++++++++-----
 dreadnode/api/models.py |  6 ++---
 dreadnode/api/util.py   | 37 +++++++++++++++++++++++++++++++
 3 files changed, 82 insertions(+), 10 deletions(-)

diff --git a/dreadnode/api/client.py b/dreadnode/api/client.py
index d5e917ff..0306587a 100644
--- a/dreadnode/api/client.py
+++ b/dreadnode/api/client.py
@@ -7,7 +7,12 @@
 from pydantic import BaseModel
 from ulid import ULID
 
-from dreadnode.api.util import process_run, process_task
+from dreadnode.api.util import (
+    convert_flat_tasks_to_tree,
+    convert_flat_trace_to_tree,
+    process_run,
+    process_task,
+)
 from dreadnode.util import logger
 from dreadnode.version import VERSION
 
@@ -20,9 +25,11 @@
     RunSummary,
     StatusFilter,
     Task,
+    TaskTree,
     TimeAggregationType,
     TimeAxisType,
     TraceSpan,
+    TraceTree,
     UserDataCredentials,
 )
 
@@ -134,13 +141,41 @@ def _get_run(self, run: str | ULID) -> RawRun:
     def get_run(self, run: str | ULID) -> Run:
         return process_run(self._get_run(run))
 
-    def get_run_tasks(self, run: str | ULID) -> list[Task]:
+    TraceFormat = t.Literal["tree", "flat"]
+
+    @t.overload
+    def get_run_tasks(
+        self, run: str | ULID, *, format: t.Literal["tree"] = "tree"
+    ) -> list[TaskTree]: ...
+
+    @t.overload
+    def get_run_tasks(
+        self, run: str | ULID, *, format: t.Literal["flat"] = "flat"
+    ) -> list[Task]: ...
+
+    def get_run_tasks(
+        self, run: str | ULID, *, format: TraceFormat = "flat"
+    ) -> list[Task] | list[TaskTree]:
         raw_run = self._get_run(run)
         response = self.request("GET", f"/strikes/projects/runs/{run!s}/tasks/full")
         raw_tasks = [RawTask(**task) for task in response.json()]
-        return [process_task(task, raw_run) for task in raw_tasks]
-
-    def get_run_trace(self, run: str | ULID) -> list[Task | TraceSpan]:
+        tasks = [process_task(task, raw_run) for task in raw_tasks]
+        tasks = sorted(tasks, key=lambda x: x.timestamp)
+        return tasks if format == "flat" else convert_flat_tasks_to_tree(tasks)
+
+    @t.overload
+    def get_run_trace(
+        self, run: str | ULID, *, format: t.Literal["tree"] = "tree"
+    ) -> list[TraceTree]: ...
+
+    @t.overload
+    def get_run_trace(
+        self, run: str | ULID, *, format: t.Literal["flat"] = "flat"
+    ) -> list[Task | TraceSpan]: ...
+
+    def get_run_trace(
+        self, run: str | ULID, *, format: TraceFormat = "flat"
+    ) -> list[Task | TraceSpan] | list[TraceTree]:
         raw_run = self._get_run(run)
         response = self.request("GET", f"/strikes/projects/runs/{run!s}/spans/full")
         trace: list[Task | TraceSpan] = []
@@ -149,7 +184,9 @@ def get_run_trace(self, run: str | ULID) -> list[Task | TraceSpan]:
                 trace.append(process_task(RawTask(**item), raw_run))
             else:
                 trace.append(TraceSpan(**item))
-        return trace
+
+        trace = sorted(trace, key=lambda x: x.timestamp)
+        return trace if format == "flat" else convert_flat_trace_to_tree(trace)
 
     # Data exports
 
diff --git a/dreadnode/api/models.py b/dreadnode/api/models.py
index 632997be..889c8bc2 100644
--- a/dreadnode/api/models.py
+++ b/dreadnode/api/models.py
@@ -285,11 +285,9 @@ class TaskTree(BaseModel):
     children: list["TaskTree"] = []
 
 
-class SpanTree(BaseModel):
-    """Tree representation of a trace span with its children"""
-
+class TraceTree(BaseModel):
     span: Task | TraceSpan
-    children: list["SpanTree"] = []
+    children: list["TraceTree"] = []
 
 
 # User data credentials
diff --git a/dreadnode/api/util.py b/dreadnode/api/util.py
index 38df67b3..bf8b6ebc 100644
--- a/dreadnode/api/util.py
+++ b/dreadnode/api/util.py
@@ -9,12 +9,49 @@
     RawTask,
     Run,
     Task,
+    TaskTree,
+    TraceSpan,
+    TraceTree,
     V0Object,
 )
 
 logger = getLogger(__name__)
 
 
+def convert_flat_tasks_to_tree(tasks: list[Task]) -> list[TaskTree]:
+    tree_nodes: dict[str, TaskTree] = {}
+    for task in tasks:
+        tree_nodes[task.span_id] = TaskTree(task=task)
+
+    roots: list[TaskTree] = []
+    for task in tasks:
+        if task.parent_task_span_id not in tree_nodes:
+            roots.append(tree_nodes[task.span_id])
+        else:
+            parent_node = tree_nodes.get(task.parent_task_span_id)
+            if parent_node:
+                parent_node.children.append(tree_nodes[task.span_id])
+
+    return roots
+
+
+def convert_flat_trace_to_tree(trace: list[Task | TraceSpan]) -> list[TraceTree]:
+    tree_nodes: dict[str, TraceTree] = {}
+    for span in trace:
+        tree_nodes[span.span_id] = TraceTree(span=span)
+
+    roots: list[TraceTree] = []
+    for span in trace:
+        if span.parent_span_id not in tree_nodes:
+            roots.append(tree_nodes[span.span_id])
+        else:
+            parent_node = tree_nodes.get(span.parent_span_id)
+            if parent_node:
+                parent_node.children.append(tree_nodes[span.span_id])
+
+    return roots
+
+
 def process_run(run: RawRun) -> Run:
     inputs: dict[str, Object] = {}
     outputs: dict[str, Object] = {}