From 72463d9b5d10ce75dddb28b839bddcaefcc36923 Mon Sep 17 00:00:00 2001
From: Gabriel Luiz Freitas Almeida <gabriel@langflow.org>
Date: Wed, 7 Aug 2024 16:45:10 -0300
Subject: [PATCH] refactor: update graph visualization and add ASCII
 representation (#3219)

* chore: Update dependencies in poetry files, adding grandalf 0.8.0 and upgrading several other packages to latest versions

* refactor: Add ASCII graph drawing functionality using grandalf library

* refactor: Improve Graph representation format and add ASCII visualization method to enhance readability and usability
---
 poetry.lock                                   |   18 +
 .../base/langflow/graph/graph/ascii.py        |  185 +++
 src/backend/base/langflow/graph/graph/base.py |   12 +-
 src/backend/base/poetry.lock                  | 1179 +++++++++--------
 src/backend/base/pyproject.toml               |    2 +-
 5 files changed, 851 insertions(+), 545 deletions(-)
 create mode 100644 src/backend/base/langflow/graph/graph/ascii.py

diff --git a/poetry.lock b/poetry.lock
index 440c65ca6..bfadb17d6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -3404,6 +3404,23 @@ test = ["aiofiles", "aiohttp (>=3.8.0,<4)", "aiohttp (>=3.9.0b0,<4)", "botocore
 test-no-transport = ["aiofiles", "mock (==4.0.2)", "parse (==1.15.0)", "pytest (==7.4.2)", "pytest-asyncio (==0.21.1)", "pytest-console-scripts (==1.3.1)", "pytest-cov (==3.0.0)", "vcrpy (==4.4.0)"]
 websockets = ["websockets (>=10,<12)"]
 
+[[package]]
+name = "grandalf"
+version = "0.8"
+description = "Graph and drawing algorithms framework"
+optional = false
+python-versions = "*"
+files = [
+    {file = "grandalf-0.8-py3-none-any.whl", hash = "sha256:793ca254442f4a79252ea9ff1ab998e852c1e071b863593e5383afee906b4185"},
+    {file = "grandalf-0.8.tar.gz", hash = "sha256:2813f7aab87f0d20f334a3162ccfbcbf085977134a17a5b516940a93a77ea974"},
+]
+
+[package.dependencies]
+pyparsing = "*"
+
+[package.extras]
+full = ["numpy", "ply"]
+
 [[package]]
 name = "graphql-core"
 version = "3.2.3"
@@ -5171,6 +5188,7 @@ emoji = "^2.12.0"
 fastapi = "^0.111.0"
 filelock = "^3.15.4"
 firecrawl-py = "^0.0.16"
+grandalf = "^0.8.0"
 gunicorn = "^22.0.0"
 httpx = "*"
 jq = {version = "^1.7.0", markers = "sys_platform != \"win32\""}
diff --git a/src/backend/base/langflow/graph/graph/ascii.py b/src/backend/base/langflow/graph/graph/ascii.py
new file mode 100644
index 000000000..5444c87ef
--- /dev/null
+++ b/src/backend/base/langflow/graph/graph/ascii.py
@@ -0,0 +1,185 @@
+"""
+This code is adapted from the DVC project.
+
+Original source:
+https://github.com/iterative/dvc/blob/c5bac1c8cfdb2c0f54d52ac61ff754e6f583822a/dvc/dagascii.py
+
+The original code has been modified to focus on drawing a Directed Acyclic Graph (DAG) in ASCII
+using the `grandalf` library. Non-essential parts have been removed, and the code has been
+refactored to suit this specific use case.
+
+
+"""
+
+import math
+
+from grandalf.graphs import Edge as GrandalfEdge
+from grandalf.graphs import Graph as GrandalfGraph
+from grandalf.graphs import Vertex as GrandalfVertex
+from grandalf.layouts import SugiyamaLayout
+from grandalf.routing import EdgeViewer, route_with_lines
+
+
+class VertexViewer:
+    """Class to define vertex box boundaries that will be accounted for during graph building by grandalf."""
+
+    HEIGHT = 3  # top and bottom box edges + text
+
+    def __init__(self, name):
+        self._h = self.HEIGHT  # top and bottom box edges + text
+        self._w = len(name) + 2  # right and left bottom edges + text
+
+    @property
+    def h(self):
+        return self._h
+
+    @property
+    def w(self):
+        return self._w
+
+
+class AsciiCanvas:
+    """Class for drawing in ASCII."""
+
+    def __init__(self, cols, lines):
+        assert cols > 1
+        assert lines > 1
+        self.cols = cols
+        self.lines = lines
+        self.canvas = [[" "] * cols for _ in range(lines)]
+
+    def get_lines(self):
+        return map("".join, self.canvas)
+
+    def draws(self):
+        return "\n".join(self.get_lines())
+
+    def draw(self):
+        """Draws ASCII canvas on the screen."""
+        lines = self.get_lines()
+        print("\n".join(lines))
+
+    def point(self, x, y, char):
+        """Create a point on ASCII canvas."""
+        assert len(char) == 1
+        assert 0 <= x < self.cols
+        assert 0 <= y < self.lines
+        self.canvas[y][x] = char
+
+    def line(self, x0, y0, x1, y1, char):
+        """Create a line on ASCII canvas."""
+        if x0 > x1:
+            x1, x0 = x0, x1
+            y1, y0 = y0, y1
+
+        dx = x1 - x0
+        dy = y1 - y0
+
+        if dx == 0 and dy == 0:
+            self.point(x0, y0, char)
+        elif abs(dx) >= abs(dy):
+            for x in range(x0, x1 + 1):
+                y = y0 + int(round((x - x0) * dy / float(dx))) if dx else y0
+                self.point(x, y, char)
+        else:
+            for y in range(min(y0, y1), max(y0, y1) + 1):
+                x = x0 + int(round((y - y0) * dx / float(dy))) if dy else x0
+                self.point(x, y, char)
+
+    def text(self, x, y, text):
+        """Print a text on ASCII canvas."""
+        for i, char in enumerate(text):
+            self.point(x + i, y, char)
+
+    def box(self, x0, y0, width, height):
+        """Create a box on ASCII canvas."""
+        assert width > 1
+        assert height > 1
+        width -= 1
+        height -= 1
+
+        for x in range(x0, x0 + width):
+            self.point(x, y0, "-")
+            self.point(x, y0 + height, "-")
+        for y in range(y0, y0 + height):
+            self.point(x0, y, "|")
+            self.point(x0 + width, y, "|")
+        self.point(x0, y0, "+")
+        self.point(x0 + width, y0, "+")
+        self.point(x0, y0 + height, "+")
+        self.point(x0 + width, y0 + height, "+")
+
+
+def build_sugiyama_layout(vertexes, edges):
+    vertexes = {v: GrandalfVertex(v) for v in vertexes}
+    edges = [GrandalfEdge(vertexes[s], vertexes[e]) for s, e in edges]
+    graph = GrandalfGraph(vertexes.values(), edges)
+
+    for vertex in vertexes.values():
+        vertex.view = VertexViewer(vertex.data)
+
+    minw = min([v.view.w for v in vertexes.values()])
+
+    for edge in edges:
+        edge.view = EdgeViewer()
+
+    sug = SugiyamaLayout(graph.C[0])
+    roots = [v for v in sug.g.sV if len(v.e_in()) == 0]
+    sug.init_all(roots=roots, optimize=True)
+
+    sug.yspace = VertexViewer.HEIGHT
+    sug.xspace = minw
+    sug.route_edge = route_with_lines
+
+    sug.draw()
+    return sug
+
+
+def draw_graph(vertexes, edges, return_ascii=True):
+    """Build a DAG and draw it in ASCII."""
+    sug = build_sugiyama_layout(vertexes, edges)
+
+    Xs = []
+    Ys = []
+
+    for vertex in sug.g.sV:
+        Xs.extend([vertex.view.xy[0] - vertex.view.w / 2.0, vertex.view.xy[0] + vertex.view.w / 2.0])
+        Ys.extend([vertex.view.xy[1], vertex.view.xy[1] + vertex.view.h])
+
+    for edge in sug.g.sE:
+        for x, y in edge.view._pts:
+            Xs.append(x)
+            Ys.append(y)
+
+    minx = min(Xs)
+    miny = min(Ys)
+    maxx = max(Xs)
+    maxy = max(Ys)
+
+    canvas_cols = int(math.ceil(maxx - minx)) + 1
+    canvas_lines = int(round(maxy - miny))
+
+    canvas = AsciiCanvas(canvas_cols, canvas_lines)
+
+    for edge in sug.g.sE:
+        assert len(edge.view._pts) > 1
+        for index in range(1, len(edge.view._pts)):
+            start = edge.view._pts[index - 1]
+            end = edge.view._pts[index]
+            canvas.line(
+                int(round(start[0] - minx)),
+                int(round(start[1] - miny)),
+                int(round(end[0] - minx)),
+                int(round(end[1] - miny)),
+                "*",
+            )
+
+    for vertex in sug.g.sV:
+        x = vertex.view.xy[0] - vertex.view.w / 2.0
+        y = vertex.view.xy[1]
+        canvas.box(int(round(x - minx)), int(round(y - miny)), vertex.view.w, vertex.view.h)
+        canvas.text(int(round(x - minx)) + 1, int(round(y - miny)) + 1, vertex.data)
+    if return_ascii:
+        return canvas.draws()
+    else:
+        canvas.draw()
diff --git a/src/backend/base/langflow/graph/graph/base.py b/src/backend/base/langflow/graph/graph/base.py
index f9772fe32..42de21ac9 100644
--- a/src/backend/base/langflow/graph/graph/base.py
+++ b/src/backend/base/langflow/graph/graph/base.py
@@ -1516,8 +1516,16 @@ class Graph:
 
     def __repr__(self):
         vertex_ids = [vertex.id for vertex in self.vertices]
-        edges_repr = "\n".join([f"{edge.source_id} --> {edge.target_id}" for edge in self.edges])
-        return f"Graph: \nNodes: {vertex_ids}\nConnections: \n{edges_repr}"
+        edges_repr = "\n".join([f"  {edge.source_id} --> {edge.target_id}" for edge in self.edges])
+
+        return (
+            f"Graph Representation:\n"
+            f"----------------------\n"
+            f"Vertices ({len(vertex_ids)}):\n"
+            f"  {', '.join(map(str, vertex_ids))}\n\n"
+            f"Edges ({len(self.edges)}):\n"
+            f"{edges_repr}"
+        )
 
     def layered_topological_sort(
         self,
diff --git a/src/backend/base/poetry.lock b/src/backend/base/poetry.lock
index 7e9e76bf5..17068d9d3 100644
--- a/src/backend/base/poetry.lock
+++ b/src/backend/base/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -11,92 +11,104 @@ files = [
     {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
 ]
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.3.4"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.3.4-py3-none-any.whl", hash = "sha256:40a16ceffcf1fc9e142fd488123b2e218abc4188cf12ac20c67200e1579baa42"},
+    {file = "aiohappyeyeballs-2.3.4.tar.gz", hash = "sha256:7e1ae8399c320a8adec76f6c919ed5ceae6edd4c3672f4d9eae2b27e37c80ff6"},
+]
+
 [[package]]
 name = "aiohttp"
-version = "3.9.5"
+version = "3.10.1"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
+aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -105,7 +117,7 @@ multidict = ">=4.5,<7.0"
 yarl = ">=1.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -246,22 +258,22 @@ anyio = ">=3.4.0,<5.0"
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
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-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
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+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "bcrypt"
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 ]
 
 [package.dependencies]
@@ -802,33 +849,33 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "debugpy"
-version = "1.8.2"
+version = "1.8.5"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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+    {file = "debugpy-1.8.5.zip", hash = "sha256:b2112cfeb34b4507399d298fe7023a16656fc553ed5246536060ca7bd0e668d0"},
 ]
 
 [[package]]
@@ -860,7 +907,6 @@ wrapt = ">=1.10,<2"
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
 [[package]]
-<<<<<<< Updated upstream
 name = "devtools"
 version = "0.12.2"
 description = "Python's missing debug print command, and more."
@@ -877,8 +923,6 @@ executing = ">=1.1.1"
 pygments = ">=2.15.0"
 
 [[package]]
-=======
->>>>>>> Stashed changes
 name = "dictdiffer"
 version = "0.9.0"
 description = "Dictdiffer is a library that helps you to diff and patch dictionaries."
@@ -1126,20 +1170,21 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 
 [[package]]
 name = "fastapi-cli"
-version = "0.0.4"
+version = "0.0.5"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fastapi_cli-0.0.4-py3-none-any.whl", hash = "sha256:a2552f3a7ae64058cdbb530be6fa6dbfc975dc165e4fa66d224c3d396e25e809"},
-    {file = "fastapi_cli-0.0.4.tar.gz", hash = "sha256:e2e9ffaffc1f7767f488d6da34b6f5a377751c996f397902eb6abb99a67bde32"},
+    {file = "fastapi_cli-0.0.5-py3-none-any.whl", hash = "sha256:e94d847524648c748a5350673546bbf9bcaeb086b33c24f2e82e021436866a46"},
+    {file = "fastapi_cli-0.0.5.tar.gz", hash = "sha256:d30e1239c6f46fcb95e606f02cdda59a1e2fa778a54b64686b3ff27f6211ff9f"},
 ]
 
 [package.dependencies]
 typer = ">=0.12.3"
+uvicorn = {version = ">=0.15.0", extras = ["standard"]}
 
 [package.extras]
-standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
+standard = ["uvicorn[standard] (>=0.15.0)"]
 
 [[package]]
 name = "filelock"
@@ -1361,8 +1406,8 @@ files = [
 [package.dependencies]
 cffi = {version = ">=1.12.2", markers = "platform_python_implementation == \"CPython\" and sys_platform == \"win32\""}
 greenlet = [
-    {version = ">=3.0rc3", markers = "platform_python_implementation == \"CPython\" and python_version >= \"3.11\""},
     {version = ">=2.0.0", markers = "platform_python_implementation == \"CPython\" and python_version < \"3.11\""},
+    {version = ">=3.0rc3", markers = "platform_python_implementation == \"CPython\" and python_version >= \"3.11\""},
 ]
 "zope.event" = "*"
 "zope.interface" = "*"
@@ -1468,6 +1513,23 @@ files = [
     {file = "gprof2dot-2024.6.6.tar.gz", hash = "sha256:fa1420c60025a9eb7734f65225b4da02a10fc6dd741b37fa129bc6b41951e5ab"},
 ]
 
+[[package]]
+name = "grandalf"
+version = "0.8"
+description = "Graph and drawing algorithms framework"
+optional = false
+python-versions = "*"
+files = [
+    {file = "grandalf-0.8-py3-none-any.whl", hash = "sha256:793ca254442f4a79252ea9ff1ab998e852c1e071b863593e5383afee906b4185"},
+    {file = "grandalf-0.8.tar.gz", hash = "sha256:2813f7aab87f0d20f334a3162ccfbcbf085977134a17a5b516940a93a77ea974"},
+]
+
+[package.dependencies]
+pyparsing = "*"
+
+[package.extras]
+full = ["numpy", "ply"]
+
 [[package]]
 name = "greenlet"
 version = "3.0.3"
@@ -1988,19 +2050,19 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "langchain"
-version = "0.2.11"
+version = "0.2.12"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.11-py3-none-any.whl", hash = "sha256:5a7a8b4918f3d3bebce9b4f23b92d050699e6f7fb97591e8941177cf07a260a2"},
-    {file = "langchain-0.2.11.tar.gz", hash = "sha256:d7a9e4165f02dca0bd78addbc2319d5b9286b5d37c51d784124102b57e9fd297"},
+    {file = "langchain-0.2.12-py3-none-any.whl", hash = "sha256:565d2f5df1c06815d1c684400218ec4ae5e1027887aad343226fad846c54e726"},
+    {file = "langchain-0.2.12.tar.gz", hash = "sha256:fe7bd409c133017446fec54c38a5e7cb14f74e020090d7b5065374badf71e6d1"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.2.23,<0.3.0"
+langchain-core = ">=0.2.27,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = [
@@ -2015,20 +2077,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-community"
-version = "0.2.10"
+version = "0.2.11"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_community-0.2.10-py3-none-any.whl", hash = "sha256:9f4d1b5ab7f0b0a704f538e26e50fce45a461da6d2bf6b7b636d24f22fbc088a"},
-    {file = "langchain_community-0.2.10.tar.gz", hash = "sha256:3a0404bad4bd07d6f86affdb62fb3d080a456c66191754d586a409d9d6024d62"},
+    {file = "langchain_community-0.2.11-py3-none-any.whl", hash = "sha256:465c03ba1603975d141533424185e09546ecf09e379c93aee2671bdc9b325cda"},
+    {file = "langchain_community-0.2.11.tar.gz", hash = "sha256:ede261ff8202f1433f004ee90baf89f371cee37cb1abfc16dd0f8392db10b23e"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.9,<0.3.0"
-langchain-core = ">=0.2.23,<0.3.0"
+langchain = ">=0.2.12,<0.3.0"
+langchain-core = ">=0.2.27,<0.3.0"
 langsmith = ">=0.1.0,<0.2.0"
 numpy = [
     {version = ">=1,<2", markers = "python_version < \"3.12\""},
@@ -2041,13 +2103,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.24"
+version = "0.2.28"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain_core-0.2.24-py3-none-any.whl", hash = "sha256:9444fc082d21ef075d925590a684a73fe1f9688a3d90087580ec929751be55e7"},
-    {file = "langchain_core-0.2.24.tar.gz", hash = "sha256:f2e3fa200b124e8c45d270da9bf836bed9c09532612c96ff3225e59b9a232f5a"},
+    {file = "langchain_core-0.2.28-py3-none-any.whl", hash = "sha256:0728761d02ce696a1c6a57cfad18b874cf6c9566ba86120e2f542e442cb77a06"},
+    {file = "langchain_core-0.2.28.tar.gz", hash = "sha256:589f907fcb1f15acea55ea3f451a37faaa61c2e68b3d39d436cf73ca3dd23ef5"},
 ]
 
 [package.dependencies]
@@ -2060,6 +2122,7 @@ pydantic = [
 ]
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-experimental"
@@ -2108,13 +2171,13 @@ types-requests = ">=2.31.0.2,<3.0.0.0"
 
 [[package]]
 name = "langsmith"
-version = "0.1.93"
+version = "0.1.98"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langsmith-0.1.93-py3-none-any.whl", hash = "sha256:811210b9d5f108f36431bd7b997eb9476a9ecf5a2abd7ddbb606c1cdcf0f43ce"},
-    {file = "langsmith-0.1.93.tar.gz", hash = "sha256:285b6ad3a54f50fa8eb97b5f600acc57d0e37e139dd8cf2111a117d0435ba9b4"},
+    {file = "langsmith-0.1.98-py3-none-any.whl", hash = "sha256:f79e8a128652bbcee4606d10acb6236973b5cd7dde76e3741186d3b97b5698e9"},
+    {file = "langsmith-0.1.98.tar.gz", hash = "sha256:e07678219a0502e8f26d35294e72127a39d25e32fafd091af5a7bb661e9a6bd1"},
 ]
 
 [package.dependencies]
@@ -2127,13 +2190,13 @@ requests = ">=2,<3"
 
 [[package]]
 name = "locust"
-version = "2.29.1"
+version = "2.31.2"
 description = "Developer-friendly load testing framework"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "locust-2.29.1-py3-none-any.whl", hash = "sha256:8b15daab44cdf50eef1860a32bb30969423e3795247115e5a37446da3240c6d6"},
-    {file = "locust-2.29.1.tar.gz", hash = "sha256:2e0628a59e2689a50cb4735a9a43709e30f2da7ed276c15d877c5325507f44b1"},
+    {file = "locust-2.31.2-py3-none-any.whl", hash = "sha256:9bcb8b777d9844ac9498d6eebe17a0afa21712419c42da27b1d1cac5895cd182"},
+    {file = "locust-2.31.2.tar.gz", hash = "sha256:a31f8e1d24535494eb809bd8dfd545ada9514df4581b69bdc2ecf3e109b7a1dd"},
 ]
 
 [package.dependencies]
@@ -2145,14 +2208,14 @@ gevent = ">=22.10.2"
 geventhttpclient = ">=2.3.1"
 msgpack = ">=1.0.0"
 psutil = ">=5.9.1"
-pywin32 = {version = "*", markers = "platform_system == \"Windows\""}
+pywin32 = {version = "*", markers = "sys_platform == \"win32\""}
 pyzmq = ">=25.0.0"
 requests = [
-    {version = ">=2.32.2", markers = "python_version > \"3.11\""},
-    {version = ">=2.26.0", markers = "python_version <= \"3.11\""},
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+typing_extensions = {version = ">=4.6.0", markers = "python_version < \"3.11\""}
 Werkzeug = ">=2.0.0"
 
 [[package]]
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 ]
 
 [package.dependencies]
@@ -3052,9 +3115,9 @@ files = [
 
 [package.dependencies]
 numpy = [
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     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -3279,13 +3342,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "3.7.1"
+version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3521,13 +3584,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.3.4"
+version = "2.4.0"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3535,6 +3598,7 @@ pydantic = ">=2.7.0"
 python-dotenv = ">=0.21.0"
 
 [package.extras]
+azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
@@ -3552,6 +3616,20 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.1.2"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.6.8"
+files = [
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+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pypdf"
 version = "4.3.1"
@@ -3585,13 +3663,13 @@ files = [
 
 [[package]]
 name = "pytest"
-version = "8.3.1"
+version = "8.3.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3858,159 +3936,182 @@ files = [
 
 [[package]]
 name = "pyyaml"
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+version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
-python-versions = ">=3.6"
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 ]
 
 [package.dependencies]
@@ -5259,8 +5358,4 @@ local = []
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-<<<<<<< Updated upstream
-content-hash = "877648288f4f9d5d3304c36853d1b2c5f833d673665bf9b1c707c37bbf02e6ad"
-=======
-content-hash = "bbbc234350488c8293c4b74695db9757be15cabbf6df99ce24d569aecdcd503b"
->>>>>>> Stashed changes
+content-hash = "1f696f762c84bf4bc8392f3a40af395011a83012e3d87ffd3be38778493d70ed"
diff --git a/src/backend/base/pyproject.toml b/src/backend/base/pyproject.toml
index 4b40d2924..3b281d2c3 100644
--- a/src/backend/base/pyproject.toml
+++ b/src/backend/base/pyproject.toml
@@ -76,7 +76,7 @@ aiofiles = "^24.1.0"
 setuptools = ">=70"
 nanoid = "^2.0.0"
 filelock = "^3.15.4"
-
+grandalf = "^0.8.0"
 [tool.poetry.extras]
 deploy = ["celery", "redis", "flower"]
 local = ["llama-cpp-python", "sentence-transformers", "ctransformers"]