- Added Image Upload Node

- Added Black & White Image Threshold Filter Node
- Changed Color of Node Headers to #58a6ff
- Misc Changes
This commit is contained in:
Nicole Rappe 2025-04-05 01:25:32 -06:00
parent 60737aa68f
commit 4c4623fa71
7 changed files with 625 additions and 54 deletions

View File

@ -17,11 +17,13 @@ SERVER_URL = "http://localhost:5000"
CHECKIN_ENDPOINT = f"{SERVER_URL}/api/agent/checkin"
CONFIG_ENDPOINT = f"{SERVER_URL}/api/agent/config"
DATA_POST_ENDPOINT = f"{SERVER_URL}/api/agent/data"
HEARTBEAT_ENDPOINT = f"{SERVER_URL}/api/agent/heartbeat"
HOSTNAME = socket.gethostname().lower()
RANDOM_SUFFIX = uuid.uuid4().hex[:8]
AGENT_ID = f"{HOSTNAME}-agent-{RANDOM_SUFFIX}"
# Default poll interval for config. Adjust as needed.
CONFIG_POLL_INTERVAL = 5
# ---------------- State ----------------
@ -31,6 +33,14 @@ capture_thread_started = False
current_interval = 1000
config_ready = threading.Event()
overlay_visible = True
heartbeat_thread_started = False
# Track if we have a valid connection to Borealis
IS_CONNECTED = False
CONNECTION_LOST_REPORTED = False
# Keep a copy of the last config to avoid repeated provisioning
LAST_CONFIG = {}
# ---------------- Signal Bridge ----------------
class RegionLauncher(QtCore.QObject):
@ -45,24 +55,50 @@ class RegionLauncher(QtCore.QObject):
region_launcher = None
# ---------------- Agent Networking ----------------
def check_in():
try:
requests.post(CHECKIN_ENDPOINT, json={"agent_id": AGENT_ID, "hostname": HOSTNAME})
print(f"[INFO] Agent ID: {AGENT_ID}")
except Exception as e:
print(f"[ERROR] Check-in failed: {e}")
# ---------------- Helper: Reconnect ----------------
def reconnect():
"""
Attempt to connect to Borealis until successful.
Sets IS_CONNECTED = True upon success.
"""
global IS_CONNECTED, CONNECTION_LOST_REPORTED
while not IS_CONNECTED:
try:
requests.post(CHECKIN_ENDPOINT, json={"agent_id": AGENT_ID, "hostname": HOSTNAME}, timeout=5)
IS_CONNECTED = True
CONNECTION_LOST_REPORTED = False
print(f"[INFO] Agent ID: {AGENT_ID} connected to Borealis.")
except Exception:
if not CONNECTION_LOST_REPORTED:
print(f"[CONNECTION LOST] Attempting to Reconnect to Borealis Server at {SERVER_URL}")
CONNECTION_LOST_REPORTED = True
time.sleep(10)
# ---------------- Networking ----------------
def poll_for_config():
"""
Polls for agent configuration from Borealis.
Returns a config dict or None on failure.
"""
try:
res = requests.get(CONFIG_ENDPOINT, params={"agent_id": AGENT_ID})
res = requests.get(CONFIG_ENDPOINT, params={"agent_id": AGENT_ID}, timeout=5)
if res.status_code == 200:
return res.json()
except Exception as e:
print(f"[ERROR] Config polling failed: {e}")
else:
print(f"[ERROR] Config polling returned status: {res.status_code}")
except Exception:
# We'll let the config_loop handle setting IS_CONNECTED = False
pass
return None
def send_image_data(image):
"""
Attempts to POST screenshot data to Borealis if IS_CONNECTED is True.
"""
global IS_CONNECTED, CONNECTION_LOST_REPORTED
if not IS_CONNECTED:
return # Skip sending if not connected
try:
buffer = BytesIO()
image.save(buffer, format="PNG")
@ -72,12 +108,35 @@ def send_image_data(image):
"agent_id": AGENT_ID,
"type": "screenshot",
"image_base64": encoded
})
}, timeout=5)
if response.status_code != 200:
print(f"[ERROR] Screenshot POST failed: {response.status_code} - {response.text}")
except Exception as e:
print(f"[ERROR] Failed to send image: {e}")
if IS_CONNECTED and not CONNECTION_LOST_REPORTED:
# Only report once
print(f"[CONNECTION LOST] Attempting to Reconnect to Borealis Server at {SERVER_URL}")
CONNECTION_LOST_REPORTED = True
IS_CONNECTED = False
def send_heartbeat():
"""
Attempts to send heartbeat if IS_CONNECTED is True.
"""
global IS_CONNECTED, CONNECTION_LOST_REPORTED
if not IS_CONNECTED:
return
try:
response = requests.get(HEARTBEAT_ENDPOINT, params={"agent_id": AGENT_ID}, timeout=5)
if response.status_code != 200:
print(f"[ERROR] Heartbeat returned status: {response.status_code}")
raise ValueError("Heartbeat not 200")
except Exception:
if IS_CONNECTED and not CONNECTION_LOST_REPORTED:
print(f"[CONNECTION LOST] Attempting to Reconnect to Borealis Server at {SERVER_URL}")
CONNECTION_LOST_REPORTED = True
IS_CONNECTED = False
# ---------------- Region Overlay ----------------
class ScreenshotRegion(QtWidgets.QWidget):
@ -140,12 +199,15 @@ class ScreenshotRegion(QtWidgets.QWidget):
geo = self.geometry()
return geo.x(), geo.y(), geo.width(), geo.height()
# ---------------- Threads ----------------
def capture_loop():
"""
Continuously captures the user-defined region every current_interval ms if connected.
"""
global current_interval
print("[INFO] Screenshot capture loop started")
config_ready.wait()
while region_widget is None:
print("[WAIT] Waiting for region widget to initialize...")
time.sleep(0.2)
@ -153,7 +215,7 @@ def capture_loop():
print(f"[INFO] Agent Capturing Region: x:{region_widget.x()} y:{region_widget.y()} w:{region_widget.width()} h:{region_widget.height()}")
while True:
if overlay_visible:
if overlay_visible and IS_CONNECTED:
x, y, w, h = region_widget.get_geometry()
try:
img = ImageGrab.grab(bbox=(x, y, x + w, y + h))
@ -162,39 +224,87 @@ def capture_loop():
print(f"[ERROR] Screenshot error: {e}")
time.sleep(current_interval / 1000)
def config_loop():
global region_widget, capture_thread_started, current_interval, overlay_visible
check_in()
def heartbeat_loop():
"""
Heartbeat every 10 seconds if connected.
If it fails, we set IS_CONNECTED=False, and rely on config_loop to reconnect.
"""
while True:
send_heartbeat()
time.sleep(10)
def config_loop():
"""
1) Reconnect (if needed) until the agent can contact Borealis
2) Poll for config. If new config is different from LAST_CONFIG, re-provision
3) If poll_for_config fails or we see connection issues, set IS_CONNECTED=False
and loop back to reconnect() on next iteration
"""
global capture_thread_started, heartbeat_thread_started
global current_interval, overlay_visible, LAST_CONFIG, IS_CONNECTED
while True:
# If we aren't connected, reconnect
if not IS_CONNECTED:
reconnect()
# Attempt to get config
config = poll_for_config()
if config and config.get("task") == "screenshot":
print("[PROVISIONING] Agent Provisioning Command Issued by Borealis")
x = config.get("x", 100)
y = config.get("y", 100)
w = config.get("w", 300)
h = config.get("h", 200)
current_interval = config.get("interval", 1000)
overlay_visible = config.get("visible", True)
if config is None:
# This means we had a poll failure, so mark disconnected and retry.
IS_CONNECTED = False
continue
print(f"[PROVISIONING] Agent Configured as \"Screenshot\" Collector w/ Polling Rate of <{current_interval/1000:.1f}s>")
# If it has a "task" : "screenshot"
if config.get("task") == "screenshot":
# Compare to last known config
if config != LAST_CONFIG:
# Something changed, so provision
print("[PROVISIONING] Agent Provisioning Command Issued by Borealis")
if not region_widget:
region_launcher.trigger.emit(x, y, w, h)
elif region_widget:
region_widget.setVisible(overlay_visible)
x = config.get("x", 100)
y = config.get("y", 100)
w = config.get("w", 300)
h = config.get("h", 200)
current_interval = config.get("interval", 1000)
overlay_visible = config.get("visible", True)
print('[PROVISIONING] Agent Configured as "Screenshot" Collector')
print(f'[PROVISIONING] Polling Rate: {current_interval / 1000:.1f}s')
# Show or move region widget
if not region_widget:
region_launcher.trigger.emit(x, y, w, h)
else:
region_widget.setGeometry(x, y, w, h)
region_widget.setVisible(overlay_visible)
LAST_CONFIG = config
# Make sure capture thread is started
if not capture_thread_started:
threading.Thread(target=capture_loop, daemon=True).start()
capture_thread_started = True
# Make sure heartbeat thread is started
if not heartbeat_thread_started:
threading.Thread(target=heartbeat_loop, daemon=True).start()
heartbeat_thread_started = True
# Signal that provisioning is done so capture thread can run
config_ready.set()
# Sleep before next poll
time.sleep(CONFIG_POLL_INTERVAL)
def launch_region(x, y, w, h):
"""
Initializes the screenshot region overlay widget exactly once.
"""
global region_widget
if region_widget:
return
print(f"[INFO] Agent Starting...")
print("[INFO] Agent Starting...")
region_widget = ScreenshotRegion(x, y, w, h)
region_widget.show()
@ -202,5 +312,9 @@ def launch_region(x, y, w, h):
if __name__ == "__main__":
app_instance = QtWidgets.QApplication(sys.argv)
region_launcher = RegionLauncher()
# Start the config loop in a background thread
threading.Thread(target=config_loop, daemon=True).start()
# Enter Qt main event loop
sys.exit(app_instance.exec_())

View File

@ -51,6 +51,7 @@
border-top-left-radius: 4px;
border-top-right-radius: 4px;
font-weight: bold;
color: #58a6ff;
font-size: 10px;
}
.borealis-node-content {
@ -68,7 +69,7 @@ input, select, button {
background-color: #2a2a2a;
color: #ccc;
border: 1px solid #444;
font-size: 10px;
font-size: 12px;
}
/* Label / Dark Text styling */

View File

@ -70,17 +70,6 @@ const APINode = ({ id, data }) => {
});
};
const resetAgent = () => {
if (!selectedAgent) return;
fetch("/api/agent/reset", {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({ agent_id: selectedAgent })
}).then(() => {
setSelectedAgent("");
});
};
const toggleOverlay = () => {
const newVisibility = !overlayVisible;
setOverlayVisible(newVisibility);
@ -148,13 +137,7 @@ const APINode = ({ id, data }) => {
style={{ flex: 1, fontSize: "9px" }}
onClick={provisionAgent}
>
Provision
</button>
<button
style={{ flex: 1, fontSize: "9px" }}
onClick={resetAgent}
>
Reset Agent
(Re)Provision
</button>
<button
style={{ flex: 1, fontSize: "9px" }}

View File

@ -0,0 +1,303 @@
/**
* =================================================================
* Borealis Threshold Node
* with Per-Node Unique ID & BorealisValueBus Persistence
* =================================================================
*
* GOALS:
* 1) Generate a unique ID for this node instance (the "threshold node instance ID").
* 2) Store that ID in node.data._thresholdId if its not already there.
* 3) Use that ID to read/write the threshold from window.BorealisValueBus,
* so that if the node is forcibly unmounted & remounted but re-uses the
* same node.data._thresholdId, we restore the slider.
*
* HOW IT WORKS:
* - On mount, we check if node.data._thresholdId exists.
* - If yes, we use that as our "instance ID".
* - If no, we create a new random ID (like a GUID) and store it in node.data._thresholdId
* and also do a one-time `setNodes()` call to update the node data so it persists.
* - Once we have that instance ID, we look up
* `window.BorealisValueBus["th|" + instanceId]` for a saved threshold.
* - If found, we initialize the slider with that. Otherwise 128.
* - On slider change, we update that bus key with the new threshold.
* - On each unmount/mount cycle, if the nodes data still has `_thresholdId`,
* we reload from the same bus key, preventing a rubber-banding reset.
*
* NOTE:
* - We do call setNodes() once if we have to embed the newly generated ID into node.data.
* But we do it carefully, minimal, so we don't forcibly re-create the node.
* If your parent code overwrites node.data, we lose the ID.
*
* WARNING:
* - If the parent changes the nodes ID or data every time, there's no fix. This is the
* best we can do entirely inside this nodes code.
*/
import React, { useEffect, useRef, useState } from "react";
import { Handle, Position, useStore, useReactFlow } from "reactflow";
// Ensure BorealisValueBus exists
if (!window.BorealisValueBus) {
window.BorealisValueBus = {};
}
// Default global update rate
if (!window.BorealisUpdateRate) {
window.BorealisUpdateRate = 100;
}
/**
* Utility to generate a random GUID-like string
*/
function generateGUID() {
// Very simple random hex approach
return "xxxx-4xxx-yxxx-xxxx".replace(/[xy]/g, function (c) {
const r = Math.random() * 16 | 0;
const v = c === "x" ? r : (r & 0x3 | 0x8);
return v.toString(16);
});
}
const PersistentThresholdNode = ({ id, data }) => {
const edges = useStore((state) => state.edges);
const { setNodes } = useReactFlow(); // so we can store our unique ID in node.data if needed
// We'll store:
// 1) The nodes unique threshold instance ID (guid)
// 2) The slider threshold in local React state
const [instanceId, setInstanceId] = useState(() => {
// See if we already have an ID in data._thresholdId
const existing = data?._thresholdId;
return existing || ""; // If not found, empty string for now
});
const [threshold, setThreshold] = useState(128);
// For checking upstream changes
const [renderValue, setRenderValue] = useState("");
const valueRef = useRef(renderValue);
// MOUNT / UNMOUNT debug
useEffect(() => {
console.log(`[ThresholdNode:${id}] MOUNTED (instanceId=${instanceId || "none"})`);
return () => {
console.log(`[ThresholdNode:${id}] UNMOUNTED (instanceId=${instanceId || "none"})`);
};
}, [id, instanceId]);
/**
* On first mount, we see if we have an instanceId in node.data.
* If not, we create one, call setNodes() to store it in data._thresholdId.
*/
useEffect(() => {
if (!instanceId) {
// Generate a new ID
const newId = generateGUID();
console.log(`[ThresholdNode:${id}] Generating new instanceId=${newId}`);
// Insert it into this nodes data
setNodes((prevNodes) =>
prevNodes.map((n) => {
if (n.id === id) {
return {
...n,
data: {
...n.data,
_thresholdId: newId
}
};
}
return n;
})
);
setInstanceId(newId);
} else {
console.log(`[ThresholdNode:${id}] Found existing instanceId=${instanceId}`);
}
}, [id, instanceId, setNodes]);
/**
* Once we have an instanceId (existing or new), load the threshold from BorealisValueBus
* We skip if we haven't assigned instanceId yet.
*/
useEffect(() => {
if (!instanceId) return; // wait for the ID to be set
// Look for a previously saved threshold in the bus
const savedKey = `th|${instanceId}`;
let savedVal = window.BorealisValueBus[savedKey];
if (typeof savedVal !== "number") {
// default to 128
savedVal = 128;
}
console.log(`[ThresholdNode:${id}] init threshold from bus key=${savedKey} => ${savedVal}`);
setThreshold(savedVal);
}, [id, instanceId]);
/**
* Threshold slider handle
*/
const handleSliderChange = (e) => {
const newVal = parseInt(e.target.value, 10);
setThreshold(newVal);
console.log(`[ThresholdNode:${id}] Slider => ${newVal}`);
// Immediately store in BorealisValueBus
if (instanceId) {
const savedKey = `th|${instanceId}`;
window.BorealisValueBus[savedKey] = newVal;
}
};
/**
* Helper function to apply threshold to base64
*/
const applyThreshold = async (base64Data, cutoff) => {
if (!base64Data || typeof base64Data !== "string") {
return "";
}
return new Promise((resolve) => {
const img = new Image();
img.crossOrigin = "anonymous";
img.onload = () => {
const canvas = document.createElement("canvas");
canvas.width = img.width;
canvas.height = img.height;
const ctx = canvas.getContext("2d");
ctx.drawImage(img, 0, 0);
const imageData = ctx.getImageData(0, 0, canvas.width, canvas.height);
const dataArr = imageData.data;
for (let i = 0; i < dataArr.length; i += 4) {
const avg = (dataArr[i] + dataArr[i + 1] + dataArr[i + 2]) / 3;
const color = avg < cutoff ? 0 : 255;
dataArr[i] = color;
dataArr[i + 1] = color;
dataArr[i + 2] = color;
}
ctx.putImageData(imageData, 0, 0);
resolve(canvas.toDataURL("image/png"));
};
img.onerror = () => resolve(base64Data);
img.src = base64Data;
});
};
/**
* Main logic loop (polling)
*/
useEffect(() => {
let currentRate = window.BorealisUpdateRate || 100;
let intervalId = null;
const runNodeLogic = async () => {
// find upstream edge
const inputEdge = edges.find((e) => e.target === id);
if (inputEdge && inputEdge.source) {
const upstreamValue = window.BorealisValueBus[inputEdge.source] ?? "";
if (upstreamValue !== valueRef.current) {
const thresholded = await applyThreshold(upstreamValue, threshold);
valueRef.current = thresholded;
setRenderValue(thresholded);
window.BorealisValueBus[id] = thresholded;
}
} else {
// No upstream
if (valueRef.current) {
console.log(`[ThresholdNode:${id}] no upstream => clear`);
}
valueRef.current = "";
setRenderValue("");
window.BorealisValueBus[id] = "";
}
};
const startInterval = () => {
intervalId = setInterval(runNodeLogic, currentRate);
};
startInterval();
// watch for update rate changes
const monitor = setInterval(() => {
const newRate = window.BorealisUpdateRate || 100;
if (newRate !== currentRate) {
currentRate = newRate;
clearInterval(intervalId);
startInterval();
}
}, 500);
return () => {
clearInterval(intervalId);
clearInterval(monitor);
};
}, [id, edges, threshold]);
/**
* If threshold changes, re-apply to upstream immediately (if we have upstream)
*/
useEffect(() => {
const inputEdge = edges.find((e) => e.target === id);
if (!inputEdge) {
return;
}
const upstreamVal = window.BorealisValueBus[inputEdge.source] ?? "";
if (!upstreamVal) {
return;
}
applyThreshold(upstreamVal, threshold).then((transformed) => {
valueRef.current = transformed;
setRenderValue(transformed);
window.BorealisValueBus[id] = transformed;
});
}, [threshold, edges, id]);
// Render the node
return (
<div className="borealis-node">
<Handle type="target" position={Position.Left} className="borealis-handle" />
<div className="borealis-node-header" style={{ fontSize: "11px" }}>
Threshold Node
</div>
<div className="borealis-node-content" style={{ fontSize: "9px" }}>
<div style={{ marginBottom: "6px", color: "#ccc" }}>
<strong>Node ID:</strong> {id} <br />
<strong>Instance ID:</strong> {instanceId || "(none)"} <br />
(Slider persists across re-mount if data._thresholdId is preserved)
</div>
<label>Threshold ({threshold}):</label>
<input
type="range"
min="0"
max="255"
value={threshold}
onChange={handleSliderChange}
style={{
width: "100%",
marginBottom: "6px",
background: "#2a2a2a"
}}
/>
</div>
<Handle type="source" position={Position.Right} className="borealis-handle" />
</div>
);
};
// Export as a React Flow Node
export default {
type: "PersistentThresholdNode",
label: "Persistent Threshold Node",
description: `
Stores a unique ID in node.data._thresholdId and uses it to track the slider threshold
in BorealisValueBus, so the slider doesn't reset if the node is re-mounted with the same data.
`,
content: "Convert incoming base64 image to black & white thresholded image, with node-level persistence.",
component: PersistentThresholdNode
};

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@ -0,0 +1,173 @@
/**
* ==================================================
* Borealis - Image Upload Node (Raw Base64 Output)
* ==================================================
*
* COMPONENT ROLE:
* This node lets the user upload an image file (JPG/JPEG/PNG),
* reads it as a data URL, then strips off the "data:image/*;base64,"
* prefix, storing only the raw base64 data in BorealisValueBus.
*
* IMPORTANT:
* - No upstream connector (target handle) is provided.
* - The raw base64 is pushed out to downstream nodes via source handle.
* - Your viewer (or other downstream node) must prepend "data:image/png;base64,"
* or the appropriate MIME string for display.
*/
import React, { useEffect, useRef, useState } from "react";
import { Handle, Position, useReactFlow } from "reactflow";
// Global Shared Bus for Node Data Propagation
if (!window.BorealisValueBus) {
window.BorealisValueBus = {};
}
// Global Update Rate (ms) for All Data Nodes
if (!window.BorealisUpdateRate) {
window.BorealisUpdateRate = 100;
}
const ImageUploadNode = ({ id, data }) => {
const { setNodes } = useReactFlow();
const [renderValue, setRenderValue] = useState(data?.value || "");
const valueRef = useRef(renderValue);
// Handler for file uploads
const handleFileUpload = (event) => {
console.log("handleFileUpload triggered for node:", id);
// Get the file list
const files = event.target.files || event.currentTarget.files;
if (!files || files.length === 0) {
console.log("No files selected or files array is empty");
return;
}
const file = files[0];
if (!file) {
console.log("File object not found");
return;
}
// Debugging info
console.log("Selected file:", file.name, file.type, file.size);
// Validate file type
const validTypes = ["image/jpeg", "image/png"];
if (!validTypes.includes(file.type)) {
console.warn("Unsupported file type in node:", id, file.type);
return;
}
// Setup FileReader
const reader = new FileReader();
reader.onload = (loadEvent) => {
console.log("FileReader onload in node:", id);
const base64DataUrl = loadEvent?.target?.result || "";
// Strip off the data:image/...;base64, prefix to store raw base64
const rawBase64 = base64DataUrl.replace(/^data:image\/[a-zA-Z]+;base64,/, "");
console.log("Raw Base64 (truncated):", rawBase64.substring(0, 50));
valueRef.current = rawBase64;
setRenderValue(rawBase64);
window.BorealisValueBus[id] = rawBase64;
// Update node data
setNodes((nds) =>
nds.map((n) =>
n.id === id
? { ...n, data: { ...n.data, value: rawBase64 } }
: n
)
);
};
reader.onerror = (errorEvent) => {
console.error("FileReader error in node:", id, errorEvent);
};
// Read the file as a data URL
reader.readAsDataURL(file);
};
// Poll-based output (no upstream)
useEffect(() => {
let currentRate = window.BorealisUpdateRate || 100;
let intervalId = null;
const runNodeLogic = () => {
// Simply emit current value (raw base64) to the bus
window.BorealisValueBus[id] = valueRef.current;
};
const startInterval = () => {
intervalId = setInterval(runNodeLogic, currentRate);
};
startInterval();
// Monitor for global update rate changes
const monitor = setInterval(() => {
const newRate = window.BorealisUpdateRate || 100;
if (newRate !== currentRate) {
currentRate = newRate;
clearInterval(intervalId);
startInterval();
}
}, 250);
return () => {
clearInterval(intervalId);
clearInterval(monitor);
};
}, [id, setNodes]);
return (
<div className="borealis-node" style={{ minWidth: "160px" }}>
{/* No target handle because we don't accept upstream data */}
<div className="borealis-node-header">
{data?.label || "Raw Base64 Image Upload"}
</div>
<div className="borealis-node-content">
<div style={{ marginBottom: "8px", fontSize: "9px", color: "#ccc" }}>
{data?.content || "Upload a JPG/PNG, store only the raw base64 in ValueBus."}
</div>
<label style={{ fontSize: "9px", display: "block", marginBottom: "4px" }}>
Upload Image File
</label>
<input
type="file"
accept=".jpg,.jpeg,.png"
onChange={handleFileUpload}
style={{
fontSize: "9px",
padding: "4px",
background: "#1e1e1e",
color: "#ccc",
border: "1px solid #444",
borderRadius: "2px",
width: "100%",
marginBottom: "8px"
}}
/>
</div>
<Handle type="source" position={Position.Right} className="borealis-handle" />
</div>
);
};
export default {
type: "ImageUploadNode_RawBase64", // Unique ID for the node type
label: "Upload Image",
description: `
A node to upload an image (JPG/PNG) and store it in base64 format for later use downstream.
`.trim(),
content: "Upload an image, output only the raw base64 string.",
component: ImageUploadNode
};

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@ -81,6 +81,5 @@ Run-Step "Install Python Dependencies for Collector Agent" {
Push-Location $venvFolder
Write-Host "`nLaunching Borealis API Collector Agent..." -ForegroundColor Green
Write-Host "===================================================================================="
Write-Host "$($symbols.Running) Starting Agent..." -NoNewline
python "Agent\api-collector-agent.py"
Pop-Location

View File

@ -18,6 +18,4 @@ numpy # Numerical operations
opencv-python # Computer vision processing
pytesseract # OCR engine
easyocr # Deep-learning-based OCR
Pillow # Image processing
# API Collector Agent Dependencies
Pillow # Image processing