Spaces:
Sleeping
Sleeping
Commit
Β·
fe818bb
1
Parent(s):
db5de26
feat: restrict Editor role to Document Ingestion tab only in Gradio UI
Browse files
app.py
CHANGED
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@@ -15,8 +15,28 @@ except ImportError:
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BACKEND_BASE_URL = os.getenv("BACKEND_BASE_URL", "http://localhost:8000")
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-
def
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"""
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Send a message to the backend MCP agent and return the response.
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Uses streaming for real-time word-by-word updates.
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@@ -55,12 +75,19 @@ def chat_with_agent(message, tenant_id, history):
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"temperature": 0.0
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}
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try:
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# Make streaming request
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response = requests.post(
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backend_url,
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json=payload,
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headers=
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stream=True,
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timeout=120
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)
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@@ -144,6 +171,7 @@ def chat_with_agent(message, tenant_id, history):
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def ingest_document(
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tenant_id: str,
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source_type: str,
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content: str,
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document_url: str,
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@@ -153,6 +181,9 @@ def ingest_document(
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):
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required to ingest documents."
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tenant_id = tenant_id.strip()
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@@ -187,10 +218,15 @@ def ingest_document(
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}
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try:
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response = requests.post(
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f"{BACKEND_BASE_URL}/rag/ingest-document",
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json=payload,
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headers=
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timeout=60
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)
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if response.status_code == 200:
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@@ -205,11 +241,14 @@ def ingest_document(
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return f"β Unexpected error during ingestion: {exc}"
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def ingest_file(tenant_id: str, file_obj):
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required to ingest files."
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if file_obj is None:
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return "β Please select a file to upload."
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tenant_id = tenant_id.strip()
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@@ -221,10 +260,14 @@ def ingest_file(tenant_id: str, file_obj):
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files = {
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"file": (file_path.name, file_bytes, "application/octet-stream")
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}
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response = requests.post(
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f"{BACKEND_BASE_URL}/rag/ingest-file",
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files=files,
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headers=
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timeout=120
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)
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if response.status_code == 200:
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@@ -245,15 +288,19 @@ def _format_rules_table(rules: list[str]) -> list[list]:
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return [[idx + 1, rule] for idx, rule in enumerate(rules)]
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def fetch_admin_rules(tenant_id: str) -> tuple[str, list[list]]:
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required.", []
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tenant_id = tenant_id.strip()
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try:
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response = requests.get(
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f"{BACKEND_BASE_URL}/admin/rules",
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headers=
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timeout=30
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)
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if response.status_code == 200:
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@@ -335,11 +382,14 @@ def extract_rules_from_file(file_path) -> str:
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return f"β Error reading file: {str(e)}"
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def add_admin_rules(tenant_id: str, rules_text: str) -> str:
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required."
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if not rules_text or not rules_text.strip():
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return "β Provide at least one rule to upload."
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tenant_id = tenant_id.strip()
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# Filter out comment lines (starting with #) and empty lines
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@@ -362,10 +412,14 @@ def add_admin_rules(tenant_id: str, rules_text: str) -> str:
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if total_rules == 1:
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# Single rule - use regular endpoint
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try:
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resp = requests.post(
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f"{BACKEND_BASE_URL}/admin/rules",
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params={"rule": rules[0], "enhance": "true"},
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headers=
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timeout=30
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)
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if resp.status_code == 200:
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@@ -392,10 +446,14 @@ def add_admin_rules(tenant_id: str, rules_text: str) -> str:
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total_chunks = (total_rules + CHUNK_SIZE - 1) // CHUNK_SIZE
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try:
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resp = requests.post(
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f"{BACKEND_BASE_URL}/admin/rules/bulk",
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json={"rules": chunk},
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headers=
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params={"enhance": "true"},
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timeout=45 # Timeout per chunk (5 rules)
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)
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@@ -428,19 +486,26 @@ def add_admin_rules(tenant_id: str, rules_text: str) -> str:
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return "\n\n".join(summary) if summary else "No rules were added."
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def delete_admin_rule(tenant_id: str, rule: str) -> str:
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required."
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if not rule or not rule.strip():
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return "β Provide the exact rule text to delete."
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tenant_id = tenant_id.strip()
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rule = rule.strip()
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try:
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resp = requests.delete(
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f"{BACKEND_BASE_URL}/admin/rules/{rule}",
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headers=
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timeout=15
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)
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if resp.status_code == 200:
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@@ -454,7 +519,7 @@ def delete_admin_rule(tenant_id: str, rule: str) -> str:
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return f"β Unexpected error: {exc}"
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def add_rules_from_file(tenant_id: str, file_path):
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"""
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Extract rules from uploaded file and add them.
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"""
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return "β No text could be extracted from the file.", summary, rows
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# Add rules from extracted text
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status = add_admin_rules(tenant_id, extracted_text)
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summary, rows = fetch_admin_rules(tenant_id)
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return status, summary, rows
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def add_rules_and_refresh(tenant_id: str, rules_text: str):
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status = add_admin_rules(tenant_id, rules_text)
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summary, rows = fetch_admin_rules(tenant_id)
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return status, summary, rows
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def delete_rule_and_refresh(tenant_id: str, rule: str):
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status = delete_admin_rule(tenant_id, rule)
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summary, rows = fetch_admin_rules(tenant_id)
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return status, summary, rows
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-
def fetch_admin_analytics(tenant_id: str):
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"""Fetch analytics data and return formatted results with visualizations."""
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if not tenant_id or not tenant_id.strip():
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error_msg = "β Tenant ID is required to view analytics."
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return error_msg, {}, None, None, None, None
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tenant_id = tenant_id.strip()
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headers = {
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overview_data = {}
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tool_usage_data = {}
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return summary_text, tool_usage, tool_chart, latency_chart, rag_chart, error_msg
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def list_documents(tenant_id: str, limit: int = 1000, offset: int = 0):
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"""
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List all documents for a tenant.
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Returns a tuple of (status_message, documents_list, total_count, stats_dict, chart_fig).
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tenant_id = tenant_id.strip()
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try:
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response = requests.get(
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f"{BACKEND_BASE_URL}/rag/list",
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params={"tenant_id": tenant_id, "limit": limit, "offset": offset},
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headers=
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timeout=30
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)
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return f"β Unexpected error: {exc}", [], 0, {}, None
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-
def delete_document(tenant_id: str, document_id: int):
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"""Delete a specific document by ID."""
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required."
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if not document_id or document_id <= 0:
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return "β Invalid document ID."
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tenant_id = tenant_id.strip()
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try:
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response = requests.delete(
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f"{BACKEND_BASE_URL}/rag/delete/{document_id}",
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params={"tenant_id": tenant_id},
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headers=
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timeout=30
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)
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return f"β Unexpected error: {exc}"
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def delete_all_documents(tenant_id: str):
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"""Delete all documents for a tenant."""
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required."
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tenant_id = tenant_id.strip()
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try:
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response = requests.delete(
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f"{BACKEND_BASE_URL}/rag/delete-all",
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params={"tenant_id": tenant_id},
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headers=
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timeout=60
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)
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return f"β Unexpected error: {exc}"
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-
def search_knowledge_base(tenant_id: str, query: str):
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"""Search the knowledge base using RAG semantic search."""
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if not tenant_id or not tenant_id.strip():
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return "β Tenant ID is required.", []
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query = query.strip()
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try:
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response = requests.post(
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f"{BACKEND_BASE_URL}/rag/search",
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json={"tenant_id": tenant_id, "query": query, "threshold": 0.3},
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headers=
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timeout=30
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)
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@@ -1002,115 +1098,294 @@ def search_knowledge_base(tenant_id: str, query: str):
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# Create Gradio interface
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with gr.Blocks(
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title="IntegraChat β MCP Autonomous Agent",
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theme=gr.themes.Soft(
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css="""
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-
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-
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padding: 20px;
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border-radius: 12px;
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color: white;
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text-align: center;
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box-shadow: 0
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transition:
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}
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.stat-card:hover {
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transform: translateY(-
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box-shadow: 0
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}
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.stat-card h3 {
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margin: 0 0
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font-size: 14px;
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opacity: 0.
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}
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.stat-card strong {
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font-size:
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font-weight:
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}
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.summary-box {
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background: linear-gradient(135deg, #
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padding:
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border-radius:
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border:
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max-height: 500px;
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overflow-y: auto;
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box-shadow: 0
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color: #
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}
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.summary-box h3, .summary-box h4 {
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margin-top: 0;
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margin-bottom:
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color: #ffffff;
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font-weight: 600;
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}
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.summary-box h4 {
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color: #
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font-size: 16px;
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margin-top:
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margin-bottom:
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}
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.summary-box p {
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color: #
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margin:
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line-height: 1.
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}
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.summary-box ul {
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margin:
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padding-left:
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color: #
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}
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.summary-box li {
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margin:
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color: #
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line-height: 1.
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}
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.summary-box code {
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background-color:
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color: #
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padding:
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border-radius:
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font-family: 'Courier New', monospace;
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font-size: 13px;
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border: 1px solid
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}
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.summary-box hr {
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border: none;
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border-top: 1px solid
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margin:
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}
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.summary-box strong {
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color: #ffffff;
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}
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.chart-title {
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margin-bottom:
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margin-top: 0;
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font-weight: 600;
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color: #
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text-align: center;
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|
| 1089 |
}
|
| 1090 |
"""
|
| 1091 |
) as demo:
|
| 1092 |
-
gr.
|
| 1093 |
-
|
| 1094 |
-
|
| 1095 |
-
|
| 1096 |
-
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| 1097 |
-
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| 1098 |
-
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| 1099 |
-
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| 1100 |
-
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| 1101 |
|
| 1102 |
-
|
| 1103 |
-
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| 1104 |
-
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| 1105 |
-
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| 1106 |
-
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| 1107 |
-
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|
| 1108 |
|
| 1109 |
with gr.Tabs():
|
| 1110 |
with gr.Tab("Chat"):
|
| 1111 |
-
|
| 1112 |
-
|
| 1113 |
-
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|
| 1114 |
label="Chat with Agent",
|
| 1115 |
height=500,
|
| 1116 |
show_label=True,
|
|
@@ -1131,24 +1406,29 @@ with gr.Blocks(
|
|
| 1131 |
with gr.Column(scale=1):
|
| 1132 |
gr.Markdown(
|
| 1133 |
"""
|
|
|
|
| 1134 |
### π Chat Instructions
|
| 1135 |
-
1. Enter your **Tenant ID** above
|
| 1136 |
2. Ask a question or give a task to the agent
|
| 1137 |
3. The MCP agent will automatically select tools (RAG, Web, etc.)
|
| 1138 |
|
| 1139 |
-
###
|
| 1140 |
-
|
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|
| 1141 |
"""
|
| 1142 |
)
|
| 1143 |
|
| 1144 |
# Event handlers for chat tab with streaming
|
| 1145 |
-
def send_message(message, tenant_id, history):
|
| 1146 |
# Clear message input immediately
|
| 1147 |
message_input_value = ""
|
| 1148 |
# Use streaming function which yields updates
|
| 1149 |
# Gradio will automatically handle the generator and update UI in real-time
|
| 1150 |
try:
|
| 1151 |
-
for updated_history in chat_with_agent(message, tenant_id, history):
|
| 1152 |
yield updated_history, message_input_value
|
| 1153 |
except Exception as e:
|
| 1154 |
# Fallback if streaming fails
|
|
@@ -1158,24 +1438,44 @@ with gr.Blocks(
|
|
| 1158 |
|
| 1159 |
send_button.click(
|
| 1160 |
fn=send_message,
|
| 1161 |
-
inputs=[message_input, tenant_id_input, chatbot],
|
| 1162 |
outputs=[chatbot, message_input]
|
| 1163 |
)
|
| 1164 |
|
| 1165 |
message_input.submit(
|
| 1166 |
fn=send_message,
|
| 1167 |
-
inputs=[message_input, tenant_id_input, chatbot],
|
| 1168 |
outputs=[chatbot, message_input]
|
| 1169 |
)
|
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|
| 1170 |
|
| 1171 |
-
with gr.Tab("Document Ingestion"):
|
| 1172 |
gr.Markdown(
|
| 1173 |
"""
|
|
|
|
| 1174 |
### π Knowledge Base Ingestion
|
| 1175 |
Ingest documents so the MCP agent can reference tenant-private knowledge.
|
| 1176 |
|
| 1177 |
-
|
| 1178 |
-
- **
|
|
|
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|
| 1179 |
"""
|
| 1180 |
)
|
| 1181 |
|
|
@@ -1213,6 +1513,7 @@ with gr.Blocks(
|
|
| 1213 |
|
| 1214 |
def handle_ingest_document(
|
| 1215 |
tenant_id,
|
|
|
|
| 1216 |
mode,
|
| 1217 |
content,
|
| 1218 |
doc_url,
|
|
@@ -1223,6 +1524,7 @@ with gr.Blocks(
|
|
| 1223 |
source_type = "raw_text" if mode == "Raw Text" else "url"
|
| 1224 |
result = ingest_document(
|
| 1225 |
tenant_id=tenant_id,
|
|
|
|
| 1226 |
source_type=source_type,
|
| 1227 |
content=content,
|
| 1228 |
document_url=doc_url,
|
|
@@ -1239,6 +1541,7 @@ with gr.Blocks(
|
|
| 1239 |
fn=handle_ingest_document,
|
| 1240 |
inputs=[
|
| 1241 |
tenant_id_input,
|
|
|
|
| 1242 |
ingestion_mode,
|
| 1243 |
doc_content,
|
| 1244 |
document_url,
|
|
@@ -1257,8 +1560,8 @@ with gr.Blocks(
|
|
| 1257 |
)
|
| 1258 |
ingest_file_button = gr.Button("Upload & Ingest File", visible=False)
|
| 1259 |
|
| 1260 |
-
def handle_file_ingestion(tenant_id, file_obj):
|
| 1261 |
-
result = ingest_file(tenant_id, file_obj)
|
| 1262 |
# Add note about refreshing Knowledge Base Library
|
| 1263 |
if "β
" in result:
|
| 1264 |
result += "\n\nπ‘ **Tip:** Go to the 'Knowledge Base Library' tab to view your ingested documents."
|
|
@@ -1266,7 +1569,7 @@ with gr.Blocks(
|
|
| 1266 |
|
| 1267 |
ingest_file_button.click(
|
| 1268 |
fn=handle_file_ingestion,
|
| 1269 |
-
inputs=[tenant_id_input, file_upload],
|
| 1270 |
outputs=document_status
|
| 1271 |
)
|
| 1272 |
|
|
@@ -1300,16 +1603,38 @@ with gr.Blocks(
|
|
| 1300 |
]
|
| 1301 |
)
|
| 1302 |
|
| 1303 |
-
with gr.Tab("Knowledge Base Library"):
|
| 1304 |
-
|
|
|
|
| 1305 |
"""
|
| 1306 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1307 |
View, search, and manage all ingested documents for your tenant with visual analytics.
|
| 1308 |
|
|
|
|
| 1309 |
- **π Statistics:** View document counts, types, and distribution
|
| 1310 |
- **π Search:** Use semantic search to find relevant documents
|
| 1311 |
- **π½ Filter:** Filter documents by type (text, PDF, FAQ, link)
|
| 1312 |
-
- **ποΈ Delete:** Remove individual documents or delete all at once
|
|
|
|
| 1313 |
"""
|
| 1314 |
)
|
| 1315 |
|
|
@@ -1367,8 +1692,9 @@ with gr.Blocks(
|
|
| 1367 |
wrap=True
|
| 1368 |
)
|
| 1369 |
|
| 1370 |
-
# Delete Section
|
| 1371 |
-
|
|
|
|
| 1372 |
kb_delete_id = gr.Number(
|
| 1373 |
label="Delete Document by ID",
|
| 1374 |
value=None,
|
|
@@ -1380,8 +1706,16 @@ with gr.Blocks(
|
|
| 1380 |
|
| 1381 |
kb_delete_status = gr.Markdown("")
|
| 1382 |
|
| 1383 |
-
|
| 1384 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1385 |
|
| 1386 |
# Filter documents by type if not "all"
|
| 1387 |
if filter_type != "all" and docs:
|
|
@@ -1405,28 +1739,28 @@ with gr.Blocks(
|
|
| 1405 |
avg_length_md, chart_fig
|
| 1406 |
)
|
| 1407 |
|
| 1408 |
-
def filter_documents(tenant_id, filter_type):
|
| 1409 |
-
return refresh_documents(tenant_id, filter_type)
|
| 1410 |
|
| 1411 |
-
def search_kb(tenant_id, query):
|
| 1412 |
-
status, results = search_knowledge_base(tenant_id, query)
|
| 1413 |
return status, results
|
| 1414 |
|
| 1415 |
-
def delete_doc(tenant_id, doc_id):
|
| 1416 |
if doc_id is None or doc_id <= 0:
|
| 1417 |
return "β Please enter a valid document ID.", "", "", "", "", "", "", "", None
|
| 1418 |
-
result = delete_document(tenant_id, int(doc_id))
|
| 1419 |
# Refresh document list after deletion
|
| 1420 |
-
return (result, *refresh_documents(tenant_id, "all"))
|
| 1421 |
|
| 1422 |
-
def delete_all_docs(tenant_id):
|
| 1423 |
-
result = delete_all_documents(tenant_id)
|
| 1424 |
# Refresh document list after deletion
|
| 1425 |
-
return (result, *refresh_documents(tenant_id, "all"))
|
| 1426 |
|
| 1427 |
kb_refresh_button.click(
|
| 1428 |
fn=refresh_documents,
|
| 1429 |
-
inputs=[tenant_id_input, kb_filter_type],
|
| 1430 |
outputs=[
|
| 1431 |
kb_status, kb_documents_table, kb_total_docs, kb_text_docs,
|
| 1432 |
kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
@@ -1435,7 +1769,7 @@ with gr.Blocks(
|
|
| 1435 |
|
| 1436 |
kb_filter_type.change(
|
| 1437 |
fn=filter_documents,
|
| 1438 |
-
inputs=[tenant_id_input, kb_filter_type],
|
| 1439 |
outputs=[
|
| 1440 |
kb_status, kb_documents_table, kb_total_docs, kb_text_docs,
|
| 1441 |
kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
@@ -1444,19 +1778,19 @@ with gr.Blocks(
|
|
| 1444 |
|
| 1445 |
kb_search_button.click(
|
| 1446 |
fn=search_kb,
|
| 1447 |
-
inputs=[tenant_id_input, kb_search_query],
|
| 1448 |
outputs=[kb_search_status, kb_search_results]
|
| 1449 |
)
|
| 1450 |
|
| 1451 |
kb_search_query.submit(
|
| 1452 |
fn=search_kb,
|
| 1453 |
-
inputs=[tenant_id_input, kb_search_query],
|
| 1454 |
outputs=[kb_search_status, kb_search_results]
|
| 1455 |
)
|
| 1456 |
|
| 1457 |
kb_delete_button.click(
|
| 1458 |
fn=delete_doc,
|
| 1459 |
-
inputs=[tenant_id_input, kb_delete_id],
|
| 1460 |
outputs=[
|
| 1461 |
kb_delete_status, kb_status, kb_documents_table, kb_total_docs,
|
| 1462 |
kb_text_docs, kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
@@ -1465,167 +1799,252 @@ with gr.Blocks(
|
|
| 1465 |
|
| 1466 |
kb_delete_all_button.click(
|
| 1467 |
fn=delete_all_docs,
|
| 1468 |
-
inputs=[tenant_id_input],
|
| 1469 |
outputs=[
|
| 1470 |
kb_delete_status, kb_status, kb_documents_table, kb_total_docs,
|
| 1471 |
kb_text_docs, kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
| 1472 |
]
|
| 1473 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1474 |
|
| 1475 |
-
with gr.Tab("Admin Analytics"):
|
| 1476 |
-
|
| 1477 |
-
|
| 1478 |
-
# π Admin Analytics Dashboard
|
| 1479 |
-
|
| 1480 |
-
Comprehensive tenant-level analytics with visual insights, performance metrics, and detailed tool usage statistics.
|
| 1481 |
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1482 |
)
|
| 1483 |
|
| 1484 |
-
#
|
| 1485 |
-
|
| 1486 |
-
analytics_refresh = gr.Button("π Fetch Analytics Snapshot", variant="primary", size="lg")
|
| 1487 |
-
gr.Markdown("")
|
| 1488 |
-
|
| 1489 |
-
# Statistics Cards
|
| 1490 |
-
gr.Markdown("### π Key Metrics")
|
| 1491 |
-
with gr.Row():
|
| 1492 |
-
analytics_total_queries = gr.Markdown("### π Total Queries\n**0**", elem_classes=["stat-card"])
|
| 1493 |
-
analytics_active_users = gr.Markdown("### π₯ Active Users\n**0**", elem_classes=["stat-card"])
|
| 1494 |
-
analytics_redflags = gr.Markdown("### π© Red Flags\n**0**", elem_classes=["stat-card"])
|
| 1495 |
-
analytics_rag_searches = gr.Markdown("### π RAG Searches\n**0**", elem_classes=["stat-card"])
|
| 1496 |
-
|
| 1497 |
-
# Charts Section
|
| 1498 |
-
gr.Markdown("### π Performance Charts")
|
| 1499 |
-
with gr.Row():
|
| 1500 |
-
with gr.Column(scale=1):
|
| 1501 |
-
gr.Markdown("#### π Tool Usage Count", elem_classes=["chart-title"])
|
| 1502 |
-
analytics_tool_chart = gr.Plot(label="", show_label=False)
|
| 1503 |
-
with gr.Column(scale=1):
|
| 1504 |
-
gr.Markdown("#### β‘ Average Tool Latency", elem_classes=["chart-title"])
|
| 1505 |
-
analytics_latency_chart = gr.Plot(label="", show_label=False)
|
| 1506 |
|
| 1507 |
-
|
| 1508 |
-
|
| 1509 |
-
|
| 1510 |
-
|
| 1511 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1512 |
|
| 1513 |
-
|
| 1514 |
-
|
| 1515 |
-
|
| 1516 |
-
|
| 1517 |
-
|
| 1518 |
-
|
| 1519 |
-
|
| 1520 |
-
|
| 1521 |
-
|
| 1522 |
-
|
| 1523 |
-
|
| 1524 |
-
|
| 1525 |
-
interactive=False,
|
| 1526 |
-
label="",
|
| 1527 |
-
wrap=True
|
| 1528 |
-
)
|
| 1529 |
-
|
| 1530 |
-
analytics_error = gr.Markdown("", visible=False)
|
| 1531 |
-
|
| 1532 |
-
def format_analytics(tenant_id):
|
| 1533 |
-
summary, tool_usage, tool_chart, latency_chart, rag_chart, error = fetch_admin_analytics(tenant_id)
|
| 1534 |
|
| 1535 |
-
|
| 1536 |
-
|
| 1537 |
-
|
| 1538 |
-
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1539 |
|
| 1540 |
-
#
|
| 1541 |
-
|
| 1542 |
-
|
| 1543 |
-
|
| 1544 |
-
|
| 1545 |
-
|
| 1546 |
-
|
| 1547 |
-
|
| 1548 |
-
|
| 1549 |
-
|
| 1550 |
-
|
| 1551 |
-
|
| 1552 |
-
# Debug: print to see what we're getting
|
| 1553 |
-
print(f"DEBUG: Overview data keys: {overview_data.keys() if isinstance(overview_data, dict) else 'Not a dict'}")
|
| 1554 |
-
except Exception as e:
|
| 1555 |
-
print(f"Error fetching overview: {e}")
|
| 1556 |
-
pass
|
| 1557 |
|
| 1558 |
-
#
|
| 1559 |
-
|
| 1560 |
-
|
| 1561 |
-
|
| 1562 |
-
|
| 1563 |
-
|
| 1564 |
-
|
| 1565 |
-
|
| 1566 |
-
|
| 1567 |
-
active_users = 0
|
| 1568 |
-
redflag_count = 0
|
| 1569 |
-
rag_quality = {}
|
| 1570 |
-
rag_searches = 0
|
| 1571 |
|
| 1572 |
-
|
| 1573 |
-
queries_md = f"### π Total Queries\n**{total_queries}**"
|
| 1574 |
-
users_md = f"### π₯ Active Users\n**{active_users}**"
|
| 1575 |
-
redflags_md = f"### π© Red Flags\n**{redflag_count}**"
|
| 1576 |
-
rag_md = f"### π RAG Searches\n**{rag_searches}**"
|
| 1577 |
|
| 1578 |
-
|
| 1579 |
-
|
| 1580 |
-
|
| 1581 |
-
|
| 1582 |
-
|
| 1583 |
-
|
| 1584 |
-
|
| 1585 |
-
|
| 1586 |
-
|
| 1587 |
-
|
| 1588 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
| 1589 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1590 |
return (
|
| 1591 |
-
|
| 1592 |
-
|
| 1593 |
)
|
| 1594 |
|
| 1595 |
-
|
| 1596 |
-
|
| 1597 |
-
|
| 1598 |
-
|
| 1599 |
-
|
| 1600 |
-
analytics_total_queries,
|
| 1601 |
-
analytics_active_users,
|
| 1602 |
-
analytics_redflags,
|
| 1603 |
-
analytics_rag_searches,
|
| 1604 |
-
analytics_tool_chart,
|
| 1605 |
-
analytics_latency_chart,
|
| 1606 |
-
analytics_rag_chart,
|
| 1607 |
-
analytics_tool_table
|
| 1608 |
-
]
|
| 1609 |
)
|
|
|
|
| 1610 |
|
| 1611 |
-
with gr.Tab("Admin Rules & Compliance"):
|
| 1612 |
-
|
| 1613 |
-
|
| 1614 |
-
### π‘οΈ Admin Rules & Regulations
|
| 1615 |
-
Upload or manage tenant-specific governance rules (red-flag patterns, compliance policies, etc.).
|
| 1616 |
-
|
| 1617 |
-
**Upload Methods:**
|
| 1618 |
-
- **Text Input:** Enter one rule per line in the text box
|
| 1619 |
-
- **File Upload:** Upload rules from TXT, PDF, DOC, or DOCX files
|
| 1620 |
-
|
| 1621 |
-
**Features:**
|
| 1622 |
-
- Rules are automatically enhanced by LLM (identifies edge cases, improves patterns)
|
| 1623 |
-
- Comment lines (starting with #) are automatically ignored
|
| 1624 |
-
- Use the delete box to remove an exact rule
|
| 1625 |
-
- Refresh anytime to view the latest rule set
|
| 1626 |
"""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1627 |
)
|
| 1628 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1629 |
rules_summary = gr.Markdown("π Click **Refresh Rules** to see existing entries.")
|
| 1630 |
rules_table = gr.Dataframe(
|
| 1631 |
headers=["#", "Rule"],
|
|
@@ -1665,32 +2084,53 @@ with gr.Blocks(
|
|
| 1665 |
|
| 1666 |
refresh_rules_button.click(
|
| 1667 |
fn=fetch_admin_rules,
|
| 1668 |
-
inputs=[tenant_id_input],
|
| 1669 |
outputs=[rules_summary, rules_table]
|
| 1670 |
)
|
| 1671 |
|
| 1672 |
upload_rules_button.click(
|
| 1673 |
fn=add_rules_and_refresh,
|
| 1674 |
-
inputs=[tenant_id_input, rules_input],
|
| 1675 |
outputs=[rules_status, rules_summary, rules_table]
|
| 1676 |
)
|
| 1677 |
|
| 1678 |
upload_file_button.click(
|
| 1679 |
fn=add_rules_from_file,
|
| 1680 |
-
inputs=[tenant_id_input, rules_file_upload],
|
| 1681 |
outputs=[rules_status, rules_summary, rules_table]
|
| 1682 |
)
|
| 1683 |
|
| 1684 |
delete_rule_button.click(
|
| 1685 |
fn=delete_rule_and_refresh,
|
| 1686 |
-
inputs=[tenant_id_input, delete_rule_input],
|
| 1687 |
outputs=[rules_status, rules_summary, rules_table]
|
| 1688 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1689 |
|
| 1690 |
gr.Markdown(
|
| 1691 |
"""
|
| 1692 |
-
|
| 1693 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1694 |
"""
|
| 1695 |
)
|
| 1696 |
|
|
|
|
| 15 |
|
| 16 |
BACKEND_BASE_URL = os.getenv("BACKEND_BASE_URL", "http://localhost:8000")
|
| 17 |
|
| 18 |
+
# Role-based access control permissions
|
| 19 |
+
VALID_ROLES = ["viewer", "editor", "admin", "owner"]
|
| 20 |
+
DEFAULT_ROLE = "viewer"
|
| 21 |
|
| 22 |
+
def can_manage_rules(role: str) -> bool:
|
| 23 |
+
"""Check if role can manage rules (admin/owner only)."""
|
| 24 |
+
return role in ["admin", "owner"]
|
| 25 |
+
|
| 26 |
+
def can_ingest_documents(role: str) -> bool:
|
| 27 |
+
"""Check if role can ingest documents (editor/admin/owner)."""
|
| 28 |
+
return role in ["editor", "admin", "owner"]
|
| 29 |
+
|
| 30 |
+
def can_delete_documents(role: str) -> bool:
|
| 31 |
+
"""Check if role can delete documents (admin/owner only)."""
|
| 32 |
+
return role in ["admin", "owner"]
|
| 33 |
+
|
| 34 |
+
def can_view_analytics(role: str) -> bool:
|
| 35 |
+
"""Check if role can view analytics (admin/owner only)."""
|
| 36 |
+
return role in ["admin", "owner"]
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
def chat_with_agent(message, tenant_id, role, history):
|
| 40 |
"""
|
| 41 |
Send a message to the backend MCP agent and return the response.
|
| 42 |
Uses streaming for real-time word-by-word updates.
|
|
|
|
| 75 |
"temperature": 0.0
|
| 76 |
}
|
| 77 |
|
| 78 |
+
# Prepare headers with role
|
| 79 |
+
headers = {
|
| 80 |
+
"Content-Type": "application/json",
|
| 81 |
+
"x-tenant-id": tenant_id.strip(),
|
| 82 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 83 |
+
}
|
| 84 |
+
|
| 85 |
try:
|
| 86 |
# Make streaming request
|
| 87 |
response = requests.post(
|
| 88 |
backend_url,
|
| 89 |
json=payload,
|
| 90 |
+
headers=headers,
|
| 91 |
stream=True,
|
| 92 |
timeout=120
|
| 93 |
)
|
|
|
|
| 171 |
|
| 172 |
def ingest_document(
|
| 173 |
tenant_id: str,
|
| 174 |
+
role: str,
|
| 175 |
source_type: str,
|
| 176 |
content: str,
|
| 177 |
document_url: str,
|
|
|
|
| 181 |
):
|
| 182 |
if not tenant_id or not tenant_id.strip():
|
| 183 |
return "β Tenant ID is required to ingest documents."
|
| 184 |
+
|
| 185 |
+
if not can_ingest_documents(role):
|
| 186 |
+
return "β Access Denied: You need Editor, Admin, or Owner role to ingest documents."
|
| 187 |
|
| 188 |
tenant_id = tenant_id.strip()
|
| 189 |
|
|
|
|
| 218 |
}
|
| 219 |
|
| 220 |
try:
|
| 221 |
+
headers = {
|
| 222 |
+
"Content-Type": "application/json",
|
| 223 |
+
"x-tenant-id": tenant_id,
|
| 224 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 225 |
+
}
|
| 226 |
response = requests.post(
|
| 227 |
f"{BACKEND_BASE_URL}/rag/ingest-document",
|
| 228 |
json=payload,
|
| 229 |
+
headers=headers,
|
| 230 |
timeout=60
|
| 231 |
)
|
| 232 |
if response.status_code == 200:
|
|
|
|
| 241 |
return f"β Unexpected error during ingestion: {exc}"
|
| 242 |
|
| 243 |
|
| 244 |
+
def ingest_file(tenant_id: str, role: str, file_obj):
|
| 245 |
if not tenant_id or not tenant_id.strip():
|
| 246 |
return "β Tenant ID is required to ingest files."
|
| 247 |
if file_obj is None:
|
| 248 |
return "β Please select a file to upload."
|
| 249 |
+
|
| 250 |
+
if not can_ingest_documents(role):
|
| 251 |
+
return "β Access Denied: You need Editor, Admin, or Owner role to ingest files."
|
| 252 |
|
| 253 |
tenant_id = tenant_id.strip()
|
| 254 |
|
|
|
|
| 260 |
files = {
|
| 261 |
"file": (file_path.name, file_bytes, "application/octet-stream")
|
| 262 |
}
|
| 263 |
+
headers = {
|
| 264 |
+
"x-tenant-id": tenant_id,
|
| 265 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 266 |
+
}
|
| 267 |
response = requests.post(
|
| 268 |
f"{BACKEND_BASE_URL}/rag/ingest-file",
|
| 269 |
files=files,
|
| 270 |
+
headers=headers,
|
| 271 |
timeout=120
|
| 272 |
)
|
| 273 |
if response.status_code == 200:
|
|
|
|
| 288 |
return [[idx + 1, rule] for idx, rule in enumerate(rules)]
|
| 289 |
|
| 290 |
|
| 291 |
+
def fetch_admin_rules(tenant_id: str, role: str) -> tuple[str, list[list]]:
|
| 292 |
if not tenant_id or not tenant_id.strip():
|
| 293 |
return "β Tenant ID is required.", []
|
| 294 |
|
| 295 |
tenant_id = tenant_id.strip()
|
| 296 |
try:
|
| 297 |
+
headers = {
|
| 298 |
+
"x-tenant-id": tenant_id,
|
| 299 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 300 |
+
}
|
| 301 |
response = requests.get(
|
| 302 |
f"{BACKEND_BASE_URL}/admin/rules",
|
| 303 |
+
headers=headers,
|
| 304 |
timeout=30
|
| 305 |
)
|
| 306 |
if response.status_code == 200:
|
|
|
|
| 382 |
return f"β Error reading file: {str(e)}"
|
| 383 |
|
| 384 |
|
| 385 |
+
def add_admin_rules(tenant_id: str, role: str, rules_text: str) -> str:
|
| 386 |
if not tenant_id or not tenant_id.strip():
|
| 387 |
return "β Tenant ID is required."
|
| 388 |
if not rules_text or not rules_text.strip():
|
| 389 |
return "β Provide at least one rule to upload."
|
| 390 |
+
|
| 391 |
+
if not can_manage_rules(role):
|
| 392 |
+
return "β Access Denied: You need Admin or Owner role to manage rules."
|
| 393 |
|
| 394 |
tenant_id = tenant_id.strip()
|
| 395 |
# Filter out comment lines (starting with #) and empty lines
|
|
|
|
| 412 |
if total_rules == 1:
|
| 413 |
# Single rule - use regular endpoint
|
| 414 |
try:
|
| 415 |
+
headers = {
|
| 416 |
+
"x-tenant-id": tenant_id,
|
| 417 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 418 |
+
}
|
| 419 |
resp = requests.post(
|
| 420 |
f"{BACKEND_BASE_URL}/admin/rules",
|
| 421 |
params={"rule": rules[0], "enhance": "true"},
|
| 422 |
+
headers=headers,
|
| 423 |
timeout=30
|
| 424 |
)
|
| 425 |
if resp.status_code == 200:
|
|
|
|
| 446 |
total_chunks = (total_rules + CHUNK_SIZE - 1) // CHUNK_SIZE
|
| 447 |
|
| 448 |
try:
|
| 449 |
+
headers = {
|
| 450 |
+
"x-tenant-id": tenant_id,
|
| 451 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 452 |
+
}
|
| 453 |
resp = requests.post(
|
| 454 |
f"{BACKEND_BASE_URL}/admin/rules/bulk",
|
| 455 |
json={"rules": chunk},
|
| 456 |
+
headers=headers,
|
| 457 |
params={"enhance": "true"},
|
| 458 |
timeout=45 # Timeout per chunk (5 rules)
|
| 459 |
)
|
|
|
|
| 486 |
return "\n\n".join(summary) if summary else "No rules were added."
|
| 487 |
|
| 488 |
|
| 489 |
+
def delete_admin_rule(tenant_id: str, role: str, rule: str) -> str:
|
| 490 |
if not tenant_id or not tenant_id.strip():
|
| 491 |
return "β Tenant ID is required."
|
| 492 |
if not rule or not rule.strip():
|
| 493 |
return "β Provide the exact rule text to delete."
|
| 494 |
+
|
| 495 |
+
if not can_manage_rules(role):
|
| 496 |
+
return "β Access Denied: You need Admin or Owner role to delete rules."
|
| 497 |
|
| 498 |
tenant_id = tenant_id.strip()
|
| 499 |
rule = rule.strip()
|
| 500 |
|
| 501 |
try:
|
| 502 |
+
headers = {
|
| 503 |
+
"x-tenant-id": tenant_id,
|
| 504 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 505 |
+
}
|
| 506 |
resp = requests.delete(
|
| 507 |
f"{BACKEND_BASE_URL}/admin/rules/{rule}",
|
| 508 |
+
headers=headers,
|
| 509 |
timeout=15
|
| 510 |
)
|
| 511 |
if resp.status_code == 200:
|
|
|
|
| 519 |
return f"β Unexpected error: {exc}"
|
| 520 |
|
| 521 |
|
| 522 |
+
def add_rules_from_file(tenant_id: str, role: str, file_path):
|
| 523 |
"""
|
| 524 |
Extract rules from uploaded file and add them.
|
| 525 |
"""
|
|
|
|
| 542 |
return "β No text could be extracted from the file.", summary, rows
|
| 543 |
|
| 544 |
# Add rules from extracted text
|
| 545 |
+
status = add_admin_rules(tenant_id, role, extracted_text)
|
| 546 |
+
summary, rows = fetch_admin_rules(tenant_id, role)
|
| 547 |
return status, summary, rows
|
| 548 |
|
| 549 |
|
| 550 |
+
def add_rules_and_refresh(tenant_id: str, role: str, rules_text: str):
|
| 551 |
+
status = add_admin_rules(tenant_id, role, rules_text)
|
| 552 |
+
summary, rows = fetch_admin_rules(tenant_id, role)
|
| 553 |
return status, summary, rows
|
| 554 |
|
| 555 |
|
| 556 |
+
def delete_rule_and_refresh(tenant_id: str, role: str, rule: str):
|
| 557 |
+
status = delete_admin_rule(tenant_id, role, rule)
|
| 558 |
+
summary, rows = fetch_admin_rules(tenant_id, role)
|
| 559 |
return status, summary, rows
|
| 560 |
|
| 561 |
|
| 562 |
+
def fetch_admin_analytics(tenant_id: str, role: str):
|
| 563 |
"""Fetch analytics data and return formatted results with visualizations."""
|
| 564 |
if not tenant_id or not tenant_id.strip():
|
| 565 |
error_msg = "β Tenant ID is required to view analytics."
|
| 566 |
return error_msg, {}, None, None, None, None
|
| 567 |
+
|
| 568 |
+
if not can_view_analytics(role):
|
| 569 |
+
error_msg = "β Access Denied: You need Admin or Owner role to view analytics."
|
| 570 |
+
return error_msg, {}, None, None, None, None
|
| 571 |
|
| 572 |
tenant_id = tenant_id.strip()
|
| 573 |
+
headers = {
|
| 574 |
+
"x-tenant-id": tenant_id,
|
| 575 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 576 |
+
}
|
| 577 |
|
| 578 |
overview_data = {}
|
| 579 |
tool_usage_data = {}
|
|
|
|
| 848 |
return summary_text, tool_usage, tool_chart, latency_chart, rag_chart, error_msg
|
| 849 |
|
| 850 |
|
| 851 |
+
def list_documents(tenant_id: str, role: str, limit: int = 1000, offset: int = 0):
|
| 852 |
"""
|
| 853 |
List all documents for a tenant.
|
| 854 |
Returns a tuple of (status_message, documents_list, total_count, stats_dict, chart_fig).
|
|
|
|
| 858 |
|
| 859 |
tenant_id = tenant_id.strip()
|
| 860 |
try:
|
| 861 |
+
headers = {
|
| 862 |
+
"x-tenant-id": tenant_id,
|
| 863 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 864 |
+
}
|
| 865 |
response = requests.get(
|
| 866 |
f"{BACKEND_BASE_URL}/rag/list",
|
| 867 |
params={"tenant_id": tenant_id, "limit": limit, "offset": offset},
|
| 868 |
+
headers=headers,
|
| 869 |
timeout=30
|
| 870 |
)
|
| 871 |
|
|
|
|
| 966 |
return f"β Unexpected error: {exc}", [], 0, {}, None
|
| 967 |
|
| 968 |
|
| 969 |
+
def delete_document(tenant_id: str, role: str, document_id: int):
|
| 970 |
"""Delete a specific document by ID."""
|
| 971 |
if not tenant_id or not tenant_id.strip():
|
| 972 |
return "β Tenant ID is required."
|
|
|
|
| 974 |
if not document_id or document_id <= 0:
|
| 975 |
return "β Invalid document ID."
|
| 976 |
|
| 977 |
+
if not can_delete_documents(role):
|
| 978 |
+
return "β Access Denied: You need Admin or Owner role to delete documents."
|
| 979 |
+
|
| 980 |
tenant_id = tenant_id.strip()
|
| 981 |
try:
|
| 982 |
+
headers = {
|
| 983 |
+
"x-tenant-id": tenant_id,
|
| 984 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 985 |
+
}
|
| 986 |
response = requests.delete(
|
| 987 |
f"{BACKEND_BASE_URL}/rag/delete/{document_id}",
|
| 988 |
params={"tenant_id": tenant_id},
|
| 989 |
+
headers=headers,
|
| 990 |
timeout=30
|
| 991 |
)
|
| 992 |
|
|
|
|
| 1006 |
return f"β Unexpected error: {exc}"
|
| 1007 |
|
| 1008 |
|
| 1009 |
+
def delete_all_documents(tenant_id: str, role: str):
|
| 1010 |
"""Delete all documents for a tenant."""
|
| 1011 |
if not tenant_id or not tenant_id.strip():
|
| 1012 |
return "β Tenant ID is required."
|
| 1013 |
|
| 1014 |
tenant_id = tenant_id.strip()
|
| 1015 |
+
|
| 1016 |
+
if not can_delete_documents(role):
|
| 1017 |
+
return "β Access Denied: You need Admin or Owner role to delete documents."
|
| 1018 |
+
|
| 1019 |
try:
|
| 1020 |
+
headers = {
|
| 1021 |
+
"x-tenant-id": tenant_id,
|
| 1022 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 1023 |
+
}
|
| 1024 |
response = requests.delete(
|
| 1025 |
f"{BACKEND_BASE_URL}/rag/delete-all",
|
| 1026 |
params={"tenant_id": tenant_id},
|
| 1027 |
+
headers=headers,
|
| 1028 |
timeout=60
|
| 1029 |
)
|
| 1030 |
|
|
|
|
| 1044 |
return f"β Unexpected error: {exc}"
|
| 1045 |
|
| 1046 |
|
| 1047 |
+
def search_knowledge_base(tenant_id: str, role: str, query: str):
|
| 1048 |
"""Search the knowledge base using RAG semantic search."""
|
| 1049 |
if not tenant_id or not tenant_id.strip():
|
| 1050 |
return "β Tenant ID is required.", []
|
|
|
|
| 1056 |
query = query.strip()
|
| 1057 |
|
| 1058 |
try:
|
| 1059 |
+
headers = {
|
| 1060 |
+
"x-tenant-id": tenant_id,
|
| 1061 |
+
"x-user-role": role if role else DEFAULT_ROLE,
|
| 1062 |
+
"Content-Type": "application/json"
|
| 1063 |
+
}
|
| 1064 |
response = requests.post(
|
| 1065 |
f"{BACKEND_BASE_URL}/rag/search",
|
| 1066 |
json={"tenant_id": tenant_id, "query": query, "threshold": 0.3},
|
| 1067 |
+
headers=headers,
|
| 1068 |
timeout=30
|
| 1069 |
)
|
| 1070 |
|
|
|
|
| 1098 |
# Create Gradio interface
|
| 1099 |
with gr.Blocks(
|
| 1100 |
title="IntegraChat β MCP Autonomous Agent",
|
| 1101 |
+
theme=gr.themes.Soft(
|
| 1102 |
+
primary_hue="cyan",
|
| 1103 |
+
secondary_hue="blue",
|
| 1104 |
+
neutral_hue="slate",
|
| 1105 |
+
font=("Inter", "system-ui", "sans-serif")
|
| 1106 |
+
),
|
| 1107 |
css="""
|
| 1108 |
+
/* Global improvements */
|
| 1109 |
+
.gradio-container {
|
| 1110 |
+
font-family: 'Inter', system-ui, -apple-system, sans-serif;
|
| 1111 |
+
}
|
| 1112 |
+
|
| 1113 |
+
/* Header styling */
|
| 1114 |
+
.header-section {
|
| 1115 |
+
background: linear-gradient(135deg, #0f172a 0%, #1e293b 50%, #334155 100%);
|
| 1116 |
+
padding: 32px 24px;
|
| 1117 |
+
border-radius: 16px;
|
| 1118 |
+
margin-bottom: 24px;
|
| 1119 |
+
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.2);
|
| 1120 |
+
border: 1px solid rgba(148, 163, 184, 0.1);
|
| 1121 |
+
}
|
| 1122 |
+
|
| 1123 |
+
.header-section h1 {
|
| 1124 |
+
background: linear-gradient(135deg, #06b6d4 0%, #3b82f6 100%);
|
| 1125 |
+
-webkit-background-clip: text;
|
| 1126 |
+
-webkit-text-fill-color: transparent;
|
| 1127 |
+
background-clip: text;
|
| 1128 |
+
font-size: 2.5rem;
|
| 1129 |
+
font-weight: 700;
|
| 1130 |
+
margin-bottom: 12px;
|
| 1131 |
+
}
|
| 1132 |
+
|
| 1133 |
+
/* Input fields styling */
|
| 1134 |
+
.input-container {
|
| 1135 |
+
background: rgba(255, 255, 255, 0.05);
|
| 1136 |
padding: 20px;
|
| 1137 |
border-radius: 12px;
|
| 1138 |
+
border: 1px solid rgba(148, 163, 184, 0.2);
|
| 1139 |
+
backdrop-filter: blur(10px);
|
| 1140 |
+
}
|
| 1141 |
+
|
| 1142 |
+
/* Stat cards with better gradients */
|
| 1143 |
+
.stat-card {
|
| 1144 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 1145 |
+
padding: 24px;
|
| 1146 |
+
border-radius: 16px;
|
| 1147 |
color: white;
|
| 1148 |
text-align: center;
|
| 1149 |
+
box-shadow: 0 8px 24px rgba(102, 126, 234, 0.3);
|
| 1150 |
+
transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1);
|
| 1151 |
+
border: 1px solid rgba(255, 255, 255, 0.1);
|
| 1152 |
}
|
| 1153 |
.stat-card:hover {
|
| 1154 |
+
transform: translateY(-4px) scale(1.02);
|
| 1155 |
+
box-shadow: 0 12px 32px rgba(102, 126, 234, 0.4);
|
| 1156 |
}
|
| 1157 |
.stat-card h3 {
|
| 1158 |
+
margin: 0 0 12px 0;
|
| 1159 |
font-size: 14px;
|
| 1160 |
+
opacity: 0.95;
|
| 1161 |
+
font-weight: 500;
|
| 1162 |
+
letter-spacing: 0.5px;
|
| 1163 |
+
text-transform: uppercase;
|
| 1164 |
}
|
| 1165 |
.stat-card strong {
|
| 1166 |
+
font-size: 32px;
|
| 1167 |
+
font-weight: 700;
|
| 1168 |
+
display: block;
|
| 1169 |
+
margin-top: 8px;
|
| 1170 |
}
|
| 1171 |
+
|
| 1172 |
+
/* Enhanced summary box */
|
| 1173 |
.summary-box {
|
| 1174 |
+
background: linear-gradient(135deg, #0f172a 0%, #1e293b 50%, #334155 100%);
|
| 1175 |
+
padding: 28px;
|
| 1176 |
+
border-radius: 16px;
|
| 1177 |
+
border: 1px solid rgba(148, 163, 184, 0.2);
|
| 1178 |
max-height: 500px;
|
| 1179 |
overflow-y: auto;
|
| 1180 |
+
box-shadow: 0 8px 32px rgba(0, 0, 0, 0.3);
|
| 1181 |
+
color: #f1f5f9;
|
| 1182 |
+
backdrop-filter: blur(10px);
|
| 1183 |
+
}
|
| 1184 |
+
.summary-box::-webkit-scrollbar {
|
| 1185 |
+
width: 8px;
|
| 1186 |
+
}
|
| 1187 |
+
.summary-box::-webkit-scrollbar-track {
|
| 1188 |
+
background: rgba(255, 255, 255, 0.05);
|
| 1189 |
+
border-radius: 4px;
|
| 1190 |
+
}
|
| 1191 |
+
.summary-box::-webkit-scrollbar-thumb {
|
| 1192 |
+
background: rgba(148, 163, 184, 0.3);
|
| 1193 |
+
border-radius: 4px;
|
| 1194 |
+
}
|
| 1195 |
+
.summary-box::-webkit-scrollbar-thumb:hover {
|
| 1196 |
+
background: rgba(148, 163, 184, 0.5);
|
| 1197 |
}
|
| 1198 |
.summary-box h3, .summary-box h4 {
|
| 1199 |
margin-top: 0;
|
| 1200 |
+
margin-bottom: 16px;
|
| 1201 |
color: #ffffff;
|
| 1202 |
font-weight: 600;
|
| 1203 |
}
|
| 1204 |
.summary-box h4 {
|
| 1205 |
+
color: #e2e8f0;
|
| 1206 |
font-size: 16px;
|
| 1207 |
+
margin-top: 24px;
|
| 1208 |
+
margin-bottom: 12px;
|
| 1209 |
}
|
| 1210 |
.summary-box p {
|
| 1211 |
+
color: #f1f5f9;
|
| 1212 |
+
margin: 10px 0;
|
| 1213 |
+
line-height: 1.7;
|
| 1214 |
}
|
| 1215 |
.summary-box ul {
|
| 1216 |
+
margin: 12px 0;
|
| 1217 |
+
padding-left: 28px;
|
| 1218 |
+
color: #f1f5f9;
|
| 1219 |
}
|
| 1220 |
.summary-box li {
|
| 1221 |
+
margin: 10px 0;
|
| 1222 |
+
color: #f1f5f9;
|
| 1223 |
+
line-height: 1.7;
|
| 1224 |
}
|
| 1225 |
.summary-box code {
|
| 1226 |
+
background-color: rgba(0, 0, 0, 0.4);
|
| 1227 |
+
color: #00ff88;
|
| 1228 |
+
padding: 3px 8px;
|
| 1229 |
+
border-radius: 6px;
|
| 1230 |
+
font-family: 'Fira Code', 'Courier New', monospace;
|
| 1231 |
font-size: 13px;
|
| 1232 |
+
border: 1px solid rgba(148, 163, 184, 0.2);
|
| 1233 |
}
|
| 1234 |
.summary-box hr {
|
| 1235 |
border: none;
|
| 1236 |
+
border-top: 1px solid rgba(148, 163, 184, 0.2);
|
| 1237 |
+
margin: 20px 0;
|
| 1238 |
}
|
| 1239 |
.summary-box strong {
|
| 1240 |
color: #ffffff;
|
| 1241 |
+
font-weight: 600;
|
| 1242 |
}
|
| 1243 |
+
|
| 1244 |
+
/* Chart titles */
|
| 1245 |
.chart-title {
|
| 1246 |
+
margin-bottom: 12px;
|
| 1247 |
margin-top: 0;
|
| 1248 |
font-weight: 600;
|
| 1249 |
+
color: #1e293b;
|
| 1250 |
text-align: center;
|
| 1251 |
+
font-size: 18px;
|
| 1252 |
+
}
|
| 1253 |
+
|
| 1254 |
+
/* Button enhancements */
|
| 1255 |
+
button.primary {
|
| 1256 |
+
background: linear-gradient(135deg, #06b6d4 0%, #3b82f6 100%);
|
| 1257 |
+
border: none;
|
| 1258 |
+
box-shadow: 0 4px 12px rgba(6, 182, 212, 0.3);
|
| 1259 |
+
transition: all 0.3s ease;
|
| 1260 |
+
}
|
| 1261 |
+
button.primary:hover {
|
| 1262 |
+
transform: translateY(-2px);
|
| 1263 |
+
box-shadow: 0 6px 16px rgba(6, 182, 212, 0.4);
|
| 1264 |
+
}
|
| 1265 |
+
|
| 1266 |
+
/* Tab styling */
|
| 1267 |
+
.tab-nav {
|
| 1268 |
+
border-bottom: 2px solid rgba(148, 163, 184, 0.1);
|
| 1269 |
+
}
|
| 1270 |
+
|
| 1271 |
+
/* Role badge styling */
|
| 1272 |
+
.role-badge {
|
| 1273 |
+
display: inline-block;
|
| 1274 |
+
padding: 6px 12px;
|
| 1275 |
+
border-radius: 20px;
|
| 1276 |
+
font-size: 12px;
|
| 1277 |
+
font-weight: 600;
|
| 1278 |
+
text-transform: uppercase;
|
| 1279 |
+
letter-spacing: 0.5px;
|
| 1280 |
+
}
|
| 1281 |
+
.role-viewer {
|
| 1282 |
+
background: linear-gradient(135deg, #64748b 0%, #475569 100%);
|
| 1283 |
+
color: white;
|
| 1284 |
+
}
|
| 1285 |
+
.role-editor {
|
| 1286 |
+
background: linear-gradient(135deg, #06b6d4 0%, #0891b2 100%);
|
| 1287 |
+
color: white;
|
| 1288 |
+
}
|
| 1289 |
+
.role-admin {
|
| 1290 |
+
background: linear-gradient(135deg, #8b5cf6 0%, #7c3aed 100%);
|
| 1291 |
+
color: white;
|
| 1292 |
+
}
|
| 1293 |
+
.role-owner {
|
| 1294 |
+
background: linear-gradient(135deg, #f59e0b 0%, #d97706 100%);
|
| 1295 |
+
color: white;
|
| 1296 |
+
}
|
| 1297 |
+
|
| 1298 |
+
/* Improved input styling */
|
| 1299 |
+
input[type="text"], textarea, select {
|
| 1300 |
+
border-radius: 10px !important;
|
| 1301 |
+
border: 2px solid rgba(148, 163, 184, 0.2) !important;
|
| 1302 |
+
transition: all 0.3s ease !important;
|
| 1303 |
+
}
|
| 1304 |
+
input[type="text"]:focus, textarea:focus, select:focus {
|
| 1305 |
+
border-color: #06b6d4 !important;
|
| 1306 |
+
box-shadow: 0 0 0 3px rgba(6, 182, 212, 0.1) !important;
|
| 1307 |
+
}
|
| 1308 |
+
|
| 1309 |
+
/* Card styling for sections */
|
| 1310 |
+
.section-card {
|
| 1311 |
+
background: rgba(255, 255, 255, 0.02);
|
| 1312 |
+
padding: 24px;
|
| 1313 |
+
border-radius: 16px;
|
| 1314 |
+
border: 1px solid rgba(148, 163, 184, 0.1);
|
| 1315 |
+
margin-bottom: 20px;
|
| 1316 |
+
backdrop-filter: blur(10px);
|
| 1317 |
+
}
|
| 1318 |
+
|
| 1319 |
+
/* Chatbot styling */
|
| 1320 |
+
.chatbot {
|
| 1321 |
+
border-radius: 12px !important;
|
| 1322 |
+
border: 1px solid rgba(148, 163, 184, 0.2) !important;
|
| 1323 |
}
|
| 1324 |
"""
|
| 1325 |
) as demo:
|
| 1326 |
+
with gr.Column(elem_classes=["header-section"]):
|
| 1327 |
+
gr.Markdown(
|
| 1328 |
+
"""
|
| 1329 |
+
# π€ IntegraChat β MCP Autonomous Agent
|
| 1330 |
+
|
| 1331 |
+
**Enterprise-grade AI with autonomous agents, secure multi-tenant RAG, real-time web search, and governance.**
|
| 1332 |
+
"""
|
| 1333 |
+
)
|
| 1334 |
+
gr.Markdown(
|
| 1335 |
+
"""
|
| 1336 |
+
<div style="background: rgba(6, 182, 212, 0.1); padding: 16px; border-radius: 10px; border-left: 4px solid #06b6d4; margin-top: 16px;">
|
| 1337 |
+
<strong>π Role-Based Access Control:</strong> Features are automatically shown/hidden based on your role:
|
| 1338 |
+
<ul style="margin: 8px 0 0 0; padding-left: 24px;">
|
| 1339 |
+
<li><strong>π€ Viewer:</strong> Chat only</li>
|
| 1340 |
+
<li><strong>βοΈ Editor:</strong> Chat + Document Ingestion (no delete)</li>
|
| 1341 |
+
<li><strong>π‘οΈ Admin/Owner:</strong> Full access to all features</li>
|
| 1342 |
+
</ul>
|
| 1343 |
+
</div>
|
| 1344 |
+
"""
|
| 1345 |
+
)
|
| 1346 |
|
| 1347 |
+
with gr.Row(elem_classes=["input-container"]):
|
| 1348 |
+
tenant_id_input = gr.Textbox(
|
| 1349 |
+
label="π’ Tenant ID",
|
| 1350 |
+
placeholder="Enter your tenant ID (e.g., tenant123)",
|
| 1351 |
+
value="",
|
| 1352 |
+
interactive=True,
|
| 1353 |
+
scale=2,
|
| 1354 |
+
info="Required for all operations"
|
| 1355 |
+
)
|
| 1356 |
+
role_input = gr.Dropdown(
|
| 1357 |
+
label="π€ User Role",
|
| 1358 |
+
choices=VALID_ROLES,
|
| 1359 |
+
value=DEFAULT_ROLE,
|
| 1360 |
+
interactive=True,
|
| 1361 |
+
scale=1,
|
| 1362 |
+
info="Select your role to access appropriate features"
|
| 1363 |
+
)
|
| 1364 |
|
| 1365 |
with gr.Tabs():
|
| 1366 |
with gr.Tab("Chat"):
|
| 1367 |
+
# Access denied for Editor role - Editor should only see Document Ingestion
|
| 1368 |
+
chat_access_denied = gr.Markdown(
|
| 1369 |
+
"""
|
| 1370 |
+
<div style="background: linear-gradient(135deg, rgba(239, 68, 68, 0.2) 0%, rgba(220, 38, 38, 0.2) 100%); padding: 40px; border-radius: 16px; border: 2px solid rgba(239, 68, 68, 0.4); text-align: center; margin: 20px 0;">
|
| 1371 |
+
<h2 style="color: #fca5a5; margin-bottom: 16px;">π Access Denied</h2>
|
| 1372 |
+
<p style="color: #f1f5f9; font-size: 16px; margin-bottom: 12px;">
|
| 1373 |
+
<strong>Editor role can only access Document Ingestion.</strong>
|
| 1374 |
+
</p>
|
| 1375 |
+
<p style="color: #cbd5e1; font-size: 14px;">
|
| 1376 |
+
Please switch to Owner or Admin role to access Chat functionality, or go to the Document Ingestion tab.
|
| 1377 |
+
</p>
|
| 1378 |
+
</div>
|
| 1379 |
+
""",
|
| 1380 |
+
visible=False
|
| 1381 |
+
)
|
| 1382 |
+
|
| 1383 |
+
chat_content = gr.Column(visible=True)
|
| 1384 |
+
|
| 1385 |
+
with chat_content:
|
| 1386 |
+
with gr.Row():
|
| 1387 |
+
with gr.Column(scale=2):
|
| 1388 |
+
chatbot = gr.Chatbot(
|
| 1389 |
label="Chat with Agent",
|
| 1390 |
height=500,
|
| 1391 |
show_label=True,
|
|
|
|
| 1406 |
with gr.Column(scale=1):
|
| 1407 |
gr.Markdown(
|
| 1408 |
"""
|
| 1409 |
+
<div style="background: linear-gradient(135deg, rgba(6, 182, 212, 0.1) 0%, rgba(59, 130, 246, 0.1) 100%); padding: 20px; border-radius: 12px; border: 1px solid rgba(6, 182, 212, 0.2);">
|
| 1410 |
### π Chat Instructions
|
| 1411 |
+
1. Enter your **Tenant ID** and **Role** above
|
| 1412 |
2. Ask a question or give a task to the agent
|
| 1413 |
3. The MCP agent will automatically select tools (RAG, Web, etc.)
|
| 1414 |
|
| 1415 |
+
### β‘ Features
|
| 1416 |
+
- β¨ Real-time streaming responses
|
| 1417 |
+
- π§ Multi-step planning & reasoning
|
| 1418 |
+
- π Automatic tool selection
|
| 1419 |
+
- πΎ Conversation memory
|
| 1420 |
+
</div>
|
| 1421 |
"""
|
| 1422 |
)
|
| 1423 |
|
| 1424 |
# Event handlers for chat tab with streaming
|
| 1425 |
+
def send_message(message, tenant_id, role, history):
|
| 1426 |
# Clear message input immediately
|
| 1427 |
message_input_value = ""
|
| 1428 |
# Use streaming function which yields updates
|
| 1429 |
# Gradio will automatically handle the generator and update UI in real-time
|
| 1430 |
try:
|
| 1431 |
+
for updated_history in chat_with_agent(message, tenant_id, role, history):
|
| 1432 |
yield updated_history, message_input_value
|
| 1433 |
except Exception as e:
|
| 1434 |
# Fallback if streaming fails
|
|
|
|
| 1438 |
|
| 1439 |
send_button.click(
|
| 1440 |
fn=send_message,
|
| 1441 |
+
inputs=[message_input, tenant_id_input, role_input, chatbot],
|
| 1442 |
outputs=[chatbot, message_input]
|
| 1443 |
)
|
| 1444 |
|
| 1445 |
message_input.submit(
|
| 1446 |
fn=send_message,
|
| 1447 |
+
inputs=[message_input, tenant_id_input, role_input, chatbot],
|
| 1448 |
outputs=[chatbot, message_input]
|
| 1449 |
)
|
| 1450 |
+
|
| 1451 |
+
# Function to update Chat tab visibility based on role (Editor sees access denied)
|
| 1452 |
+
def update_chat_visibility(role):
|
| 1453 |
+
is_editor = role == "editor"
|
| 1454 |
+
return (
|
| 1455 |
+
gr.update(visible=is_editor), # Access denied message for Editor
|
| 1456 |
+
gr.update(visible=not is_editor), # Chat content for Owner/Admin
|
| 1457 |
+
)
|
| 1458 |
+
|
| 1459 |
+
role_input.change(
|
| 1460 |
+
fn=update_chat_visibility,
|
| 1461 |
+
inputs=[role_input],
|
| 1462 |
+
outputs=[chat_access_denied, chat_content]
|
| 1463 |
+
)
|
| 1464 |
|
| 1465 |
+
with gr.Tab("π Document Ingestion"):
|
| 1466 |
gr.Markdown(
|
| 1467 |
"""
|
| 1468 |
+
<div style="background: linear-gradient(135deg, rgba(16, 185, 129, 0.1) 0%, rgba(5, 150, 105, 0.1) 100%); padding: 20px; border-radius: 12px; border: 1px solid rgba(16, 185, 129, 0.2); margin-bottom: 20px;">
|
| 1469 |
### π Knowledge Base Ingestion
|
| 1470 |
Ingest documents so the MCP agent can reference tenant-private knowledge.
|
| 1471 |
|
| 1472 |
+
**π Supported Formats:**
|
| 1473 |
+
- **Raw text / URLs:** Use the fields below
|
| 1474 |
+
- **Files:** PDF, DOCX, TXT, Markdown
|
| 1475 |
+
- **Metadata:** Optional JSON metadata for better organization
|
| 1476 |
+
|
| 1477 |
+
**β οΈ Note:** Editor role and above can ingest. Admin/Owner can delete.
|
| 1478 |
+
</div>
|
| 1479 |
"""
|
| 1480 |
)
|
| 1481 |
|
|
|
|
| 1513 |
|
| 1514 |
def handle_ingest_document(
|
| 1515 |
tenant_id,
|
| 1516 |
+
role,
|
| 1517 |
mode,
|
| 1518 |
content,
|
| 1519 |
doc_url,
|
|
|
|
| 1524 |
source_type = "raw_text" if mode == "Raw Text" else "url"
|
| 1525 |
result = ingest_document(
|
| 1526 |
tenant_id=tenant_id,
|
| 1527 |
+
role=role,
|
| 1528 |
source_type=source_type,
|
| 1529 |
content=content,
|
| 1530 |
document_url=doc_url,
|
|
|
|
| 1541 |
fn=handle_ingest_document,
|
| 1542 |
inputs=[
|
| 1543 |
tenant_id_input,
|
| 1544 |
+
role_input,
|
| 1545 |
ingestion_mode,
|
| 1546 |
doc_content,
|
| 1547 |
document_url,
|
|
|
|
| 1560 |
)
|
| 1561 |
ingest_file_button = gr.Button("Upload & Ingest File", visible=False)
|
| 1562 |
|
| 1563 |
+
def handle_file_ingestion(tenant_id, role, file_obj):
|
| 1564 |
+
result = ingest_file(tenant_id, role, file_obj)
|
| 1565 |
# Add note about refreshing Knowledge Base Library
|
| 1566 |
if "β
" in result:
|
| 1567 |
result += "\n\nπ‘ **Tip:** Go to the 'Knowledge Base Library' tab to view your ingested documents."
|
|
|
|
| 1569 |
|
| 1570 |
ingest_file_button.click(
|
| 1571 |
fn=handle_file_ingestion,
|
| 1572 |
+
inputs=[tenant_id_input, role_input, file_upload],
|
| 1573 |
outputs=document_status
|
| 1574 |
)
|
| 1575 |
|
|
|
|
| 1603 |
]
|
| 1604 |
)
|
| 1605 |
|
| 1606 |
+
with gr.Tab("π Knowledge Base Library"):
|
| 1607 |
+
# Access denied for Editor role
|
| 1608 |
+
kb_access_denied = gr.Markdown(
|
| 1609 |
"""
|
| 1610 |
+
<div style="background: linear-gradient(135deg, rgba(239, 68, 68, 0.2) 0%, rgba(220, 38, 38, 0.2) 100%); padding: 40px; border-radius: 16px; border: 2px solid rgba(239, 68, 68, 0.4); text-align: center; margin: 20px 0;">
|
| 1611 |
+
<h2 style="color: #fca5a5; margin-bottom: 16px;">π Access Denied</h2>
|
| 1612 |
+
<p style="color: #f1f5f9; font-size: 16px; margin-bottom: 12px;">
|
| 1613 |
+
<strong>Editor role can only access Document Ingestion.</strong>
|
| 1614 |
+
</p>
|
| 1615 |
+
<p style="color: #cbd5e1; font-size: 14px;">
|
| 1616 |
+
Please switch to Owner or Admin role to access Knowledge Base Library.
|
| 1617 |
+
</p>
|
| 1618 |
+
</div>
|
| 1619 |
+
""",
|
| 1620 |
+
visible=False
|
| 1621 |
+
)
|
| 1622 |
+
|
| 1623 |
+
kb_library_content = gr.Column(visible=True)
|
| 1624 |
+
|
| 1625 |
+
with kb_library_content:
|
| 1626 |
+
gr.Markdown(
|
| 1627 |
+
"""
|
| 1628 |
+
<div style="background: linear-gradient(135deg, rgba(139, 92, 246, 0.1) 0%, rgba(124, 58, 237, 0.1) 100%); padding: 20px; border-radius: 12px; border: 1px solid rgba(139, 92, 246, 0.2); margin-bottom: 20px;">
|
| 1629 |
+
### π Knowledge Base Library
|
| 1630 |
View, search, and manage all ingested documents for your tenant with visual analytics.
|
| 1631 |
|
| 1632 |
+
**Features:**
|
| 1633 |
- **π Statistics:** View document counts, types, and distribution
|
| 1634 |
- **π Search:** Use semantic search to find relevant documents
|
| 1635 |
- **π½ Filter:** Filter documents by type (text, PDF, FAQ, link)
|
| 1636 |
+
- **ποΈ Delete:** Remove individual documents or delete all at once (Admin/Owner only)
|
| 1637 |
+
</div>
|
| 1638 |
"""
|
| 1639 |
)
|
| 1640 |
|
|
|
|
| 1692 |
wrap=True
|
| 1693 |
)
|
| 1694 |
|
| 1695 |
+
# Delete Section (Admin/Owner only)
|
| 1696 |
+
kb_delete_section = gr.Row()
|
| 1697 |
+
with kb_delete_section:
|
| 1698 |
kb_delete_id = gr.Number(
|
| 1699 |
label="Delete Document by ID",
|
| 1700 |
value=None,
|
|
|
|
| 1706 |
|
| 1707 |
kb_delete_status = gr.Markdown("")
|
| 1708 |
|
| 1709 |
+
# Function to update KB tab visibility based on role
|
| 1710 |
+
def update_kb_visibility(role):
|
| 1711 |
+
can_delete = can_delete_documents(role)
|
| 1712 |
+
return (
|
| 1713 |
+
gr.update(visible=can_delete), # Delete all button
|
| 1714 |
+
gr.update(visible=can_delete), # Delete section
|
| 1715 |
+
)
|
| 1716 |
+
|
| 1717 |
+
def refresh_documents(tenant_id, role, filter_type="all"):
|
| 1718 |
+
status, docs, total, stats, chart_fig = list_documents(tenant_id, role)
|
| 1719 |
|
| 1720 |
# Filter documents by type if not "all"
|
| 1721 |
if filter_type != "all" and docs:
|
|
|
|
| 1739 |
avg_length_md, chart_fig
|
| 1740 |
)
|
| 1741 |
|
| 1742 |
+
def filter_documents(tenant_id, role, filter_type):
|
| 1743 |
+
return refresh_documents(tenant_id, role, filter_type)
|
| 1744 |
|
| 1745 |
+
def search_kb(tenant_id, role, query):
|
| 1746 |
+
status, results = search_knowledge_base(tenant_id, role, query)
|
| 1747 |
return status, results
|
| 1748 |
|
| 1749 |
+
def delete_doc(tenant_id, role, doc_id):
|
| 1750 |
if doc_id is None or doc_id <= 0:
|
| 1751 |
return "β Please enter a valid document ID.", "", "", "", "", "", "", "", None
|
| 1752 |
+
result = delete_document(tenant_id, role, int(doc_id))
|
| 1753 |
# Refresh document list after deletion
|
| 1754 |
+
return (result, *refresh_documents(tenant_id, role, "all"))
|
| 1755 |
|
| 1756 |
+
def delete_all_docs(tenant_id, role):
|
| 1757 |
+
result = delete_all_documents(tenant_id, role)
|
| 1758 |
# Refresh document list after deletion
|
| 1759 |
+
return (result, *refresh_documents(tenant_id, role, "all"))
|
| 1760 |
|
| 1761 |
kb_refresh_button.click(
|
| 1762 |
fn=refresh_documents,
|
| 1763 |
+
inputs=[tenant_id_input, role_input, kb_filter_type],
|
| 1764 |
outputs=[
|
| 1765 |
kb_status, kb_documents_table, kb_total_docs, kb_text_docs,
|
| 1766 |
kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
|
|
| 1769 |
|
| 1770 |
kb_filter_type.change(
|
| 1771 |
fn=filter_documents,
|
| 1772 |
+
inputs=[tenant_id_input, role_input, kb_filter_type],
|
| 1773 |
outputs=[
|
| 1774 |
kb_status, kb_documents_table, kb_total_docs, kb_text_docs,
|
| 1775 |
kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
|
|
| 1778 |
|
| 1779 |
kb_search_button.click(
|
| 1780 |
fn=search_kb,
|
| 1781 |
+
inputs=[tenant_id_input, role_input, kb_search_query],
|
| 1782 |
outputs=[kb_search_status, kb_search_results]
|
| 1783 |
)
|
| 1784 |
|
| 1785 |
kb_search_query.submit(
|
| 1786 |
fn=search_kb,
|
| 1787 |
+
inputs=[tenant_id_input, role_input, kb_search_query],
|
| 1788 |
outputs=[kb_search_status, kb_search_results]
|
| 1789 |
)
|
| 1790 |
|
| 1791 |
kb_delete_button.click(
|
| 1792 |
fn=delete_doc,
|
| 1793 |
+
inputs=[tenant_id_input, role_input, kb_delete_id],
|
| 1794 |
outputs=[
|
| 1795 |
kb_delete_status, kb_status, kb_documents_table, kb_total_docs,
|
| 1796 |
kb_text_docs, kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
|
|
|
| 1799 |
|
| 1800 |
kb_delete_all_button.click(
|
| 1801 |
fn=delete_all_docs,
|
| 1802 |
+
inputs=[tenant_id_input, role_input],
|
| 1803 |
outputs=[
|
| 1804 |
kb_delete_status, kb_status, kb_documents_table, kb_total_docs,
|
| 1805 |
kb_text_docs, kb_pdf_docs, kb_faq_docs, kb_link_docs, kb_avg_length, kb_chart
|
| 1806 |
]
|
| 1807 |
)
|
| 1808 |
+
|
| 1809 |
+
# Update visibility when role changes
|
| 1810 |
+
def update_kb_full_visibility(role):
|
| 1811 |
+
is_editor = role == "editor"
|
| 1812 |
+
can_delete = can_delete_documents(role)
|
| 1813 |
+
return (
|
| 1814 |
+
gr.update(visible=is_editor), # Access denied for Editor
|
| 1815 |
+
gr.update(visible=not is_editor), # KB content for Owner/Admin
|
| 1816 |
+
gr.update(visible=can_delete), # Delete all button
|
| 1817 |
+
gr.update(visible=can_delete), # Delete section
|
| 1818 |
+
)
|
| 1819 |
+
|
| 1820 |
+
role_input.change(
|
| 1821 |
+
fn=update_kb_full_visibility,
|
| 1822 |
+
inputs=[role_input],
|
| 1823 |
+
outputs=[kb_access_denied, kb_library_content, kb_delete_all_button, kb_delete_section]
|
| 1824 |
+
)
|
| 1825 |
|
| 1826 |
+
with gr.Tab("π Admin Analytics"):
|
| 1827 |
+
# Access denied message for non-admin/owner roles
|
| 1828 |
+
analytics_access_denied = gr.Markdown(
|
|
|
|
|
|
|
|
|
|
| 1829 |
"""
|
| 1830 |
+
<div style="background: linear-gradient(135deg, rgba(239, 68, 68, 0.2) 0%, rgba(220, 38, 38, 0.2) 100%); padding: 40px; border-radius: 16px; border: 2px solid rgba(239, 68, 68, 0.4); text-align: center; margin: 20px 0;">
|
| 1831 |
+
<h2 style="color: #fca5a5; margin-bottom: 16px;">π Access Denied</h2>
|
| 1832 |
+
<p style="color: #f1f5f9; font-size: 16px; margin-bottom: 12px;">
|
| 1833 |
+
<strong>You need Admin or Owner role to access Analytics Dashboard.</strong>
|
| 1834 |
+
</p>
|
| 1835 |
+
<p style="color: #cbd5e1; font-size: 14px;">
|
| 1836 |
+
Analytics features are restricted to administrative roles for data security and privacy.
|
| 1837 |
+
</p>
|
| 1838 |
+
</div>
|
| 1839 |
+
""",
|
| 1840 |
+
visible=False
|
| 1841 |
)
|
| 1842 |
|
| 1843 |
+
# Analytics content (visible for admin/owner)
|
| 1844 |
+
analytics_content = gr.Column(visible=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1845 |
|
| 1846 |
+
with analytics_content:
|
| 1847 |
+
gr.Markdown(
|
| 1848 |
+
"""
|
| 1849 |
+
<div style="background: linear-gradient(135deg, rgba(245, 158, 11, 0.1) 0%, rgba(217, 119, 6, 0.1) 100%); padding: 24px; border-radius: 12px; border: 1px solid rgba(245, 158, 11, 0.2); margin-bottom: 20px;">
|
| 1850 |
+
# π Admin Analytics Dashboard
|
| 1851 |
+
|
| 1852 |
+
Comprehensive tenant-level analytics with visual insights, performance metrics, and detailed tool usage statistics.
|
| 1853 |
+
|
| 1854 |
+
**π Access:** Admin and Owner roles only
|
| 1855 |
+
</div>
|
| 1856 |
+
"""
|
| 1857 |
+
)
|
| 1858 |
|
| 1859 |
+
# Refresh Button at Top
|
| 1860 |
+
with gr.Row():
|
| 1861 |
+
analytics_refresh = gr.Button("π Fetch Analytics Snapshot", variant="primary", size="lg")
|
| 1862 |
+
gr.Markdown("")
|
| 1863 |
+
|
| 1864 |
+
# Statistics Cards
|
| 1865 |
+
gr.Markdown("### π Key Metrics")
|
| 1866 |
+
with gr.Row():
|
| 1867 |
+
analytics_total_queries = gr.Markdown("### π Total Queries\n**0**", elem_classes=["stat-card"])
|
| 1868 |
+
analytics_active_users = gr.Markdown("### π₯ Active Users\n**0**", elem_classes=["stat-card"])
|
| 1869 |
+
analytics_redflags = gr.Markdown("### π© Red Flags\n**0**", elem_classes=["stat-card"])
|
| 1870 |
+
analytics_rag_searches = gr.Markdown("### π RAG Searches\n**0**", elem_classes=["stat-card"])
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1871 |
|
| 1872 |
+
# Charts Section
|
| 1873 |
+
gr.Markdown("### π Performance Charts")
|
| 1874 |
+
with gr.Row():
|
| 1875 |
+
with gr.Column(scale=1):
|
| 1876 |
+
gr.Markdown("#### π Tool Usage Count", elem_classes=["chart-title"])
|
| 1877 |
+
analytics_tool_chart = gr.Plot(label="", show_label=False)
|
| 1878 |
+
with gr.Column(scale=1):
|
| 1879 |
+
gr.Markdown("#### β‘ Average Tool Latency", elem_classes=["chart-title"])
|
| 1880 |
+
analytics_latency_chart = gr.Plot(label="", show_label=False)
|
| 1881 |
|
| 1882 |
+
# RAG Quality and Summary Section
|
| 1883 |
+
with gr.Row():
|
| 1884 |
+
with gr.Column(scale=1):
|
| 1885 |
+
gr.Markdown("#### π RAG Quality Metrics", elem_classes=["chart-title"])
|
| 1886 |
+
analytics_rag_chart = gr.Plot(label="", show_label=False)
|
| 1887 |
+
|
| 1888 |
+
with gr.Column(scale=1):
|
| 1889 |
+
gr.Markdown("### π Analytics Summary")
|
| 1890 |
+
analytics_summary = gr.Markdown(
|
| 1891 |
+
"π Click **Fetch Analytics Snapshot** to load data.",
|
| 1892 |
+
elem_classes=["summary-box"]
|
| 1893 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1894 |
|
| 1895 |
+
# Tool Usage Details Table
|
| 1896 |
+
gr.Markdown("### π§ Detailed Tool Usage")
|
| 1897 |
+
analytics_tool_table = gr.Dataframe(
|
| 1898 |
+
headers=["Tool", "Count", "Avg Latency (ms)", "Success", "Errors", "Total Tokens"],
|
| 1899 |
+
datatype=["str", "number", "number", "number", "number", "number"],
|
| 1900 |
+
interactive=False,
|
| 1901 |
+
label="",
|
| 1902 |
+
wrap=True
|
| 1903 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1904 |
|
| 1905 |
+
analytics_error = gr.Markdown("", visible=False)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1906 |
|
| 1907 |
+
def format_analytics(tenant_id, role):
|
| 1908 |
+
summary, tool_usage, tool_chart, latency_chart, rag_chart, error = fetch_admin_analytics(tenant_id, role)
|
| 1909 |
+
|
| 1910 |
+
if error:
|
| 1911 |
+
return (
|
| 1912 |
+
error, "", "", "", "", None, None, None, []
|
| 1913 |
+
)
|
| 1914 |
+
|
| 1915 |
+
# Extract overview data - fetch_admin_analytics already fetched it, but we need it again for cards
|
| 1916 |
+
overview_data = {}
|
| 1917 |
+
try:
|
| 1918 |
+
headers = {
|
| 1919 |
+
"x-tenant-id": tenant_id,
|
| 1920 |
+
"x-user-role": role if role else DEFAULT_ROLE
|
| 1921 |
+
}
|
| 1922 |
+
resp = requests.get(
|
| 1923 |
+
f"{BACKEND_BASE_URL}/analytics/overview",
|
| 1924 |
+
headers=headers,
|
| 1925 |
+
timeout=30
|
| 1926 |
+
)
|
| 1927 |
+
if resp.status_code == 200:
|
| 1928 |
+
data = resp.json()
|
| 1929 |
+
# The API returns {"overview": {...}} or direct overview object
|
| 1930 |
+
overview_data = data.get("overview", data) if isinstance(data, dict) else {}
|
| 1931 |
+
# Debug: print to see what we're getting
|
| 1932 |
+
print(f"DEBUG: Overview data keys: {overview_data.keys() if isinstance(overview_data, dict) else 'Not a dict'}")
|
| 1933 |
+
except Exception as e:
|
| 1934 |
+
print(f"Error fetching overview: {e}")
|
| 1935 |
+
pass
|
| 1936 |
+
|
| 1937 |
+
# Extract values with proper fallbacks - handle both nested and flat structures
|
| 1938 |
+
if isinstance(overview_data, dict):
|
| 1939 |
+
total_queries = overview_data.get("total_queries", 0)
|
| 1940 |
+
active_users = overview_data.get("active_users", 0)
|
| 1941 |
+
redflag_count = overview_data.get("redflag_count", 0)
|
| 1942 |
+
rag_quality = overview_data.get("rag_quality", {})
|
| 1943 |
+
rag_searches = rag_quality.get("total_searches", 0) if isinstance(rag_quality, dict) else 0
|
| 1944 |
+
else:
|
| 1945 |
+
total_queries = 0
|
| 1946 |
+
active_users = 0
|
| 1947 |
+
redflag_count = 0
|
| 1948 |
+
rag_quality = {}
|
| 1949 |
+
rag_searches = 0
|
| 1950 |
+
|
| 1951 |
+
# Format statistics cards
|
| 1952 |
+
queries_md = f"### π Total Queries\n**{total_queries}**"
|
| 1953 |
+
users_md = f"### π₯ Active Users\n**{active_users}**"
|
| 1954 |
+
redflags_md = f"### π© Red Flags\n**{redflag_count}**"
|
| 1955 |
+
rag_md = f"### π RAG Searches\n**{rag_searches}**"
|
| 1956 |
+
|
| 1957 |
+
# Format tool usage table
|
| 1958 |
+
tool_table_data = []
|
| 1959 |
+
for tool_name, stats in tool_usage.items():
|
| 1960 |
+
tool_table_data.append({
|
| 1961 |
+
"Tool": tool_name.replace(".", " ").title(),
|
| 1962 |
+
"Count": stats.get("count", 0),
|
| 1963 |
+
"Avg Latency (ms)": round(stats.get("avg_latency_ms", 0), 2),
|
| 1964 |
+
"Success": stats.get("success_count", 0),
|
| 1965 |
+
"Errors": stats.get("error_count", 0),
|
| 1966 |
+
"Total Tokens": stats.get("total_tokens", 0)
|
| 1967 |
+
})
|
| 1968 |
+
|
| 1969 |
+
return (
|
| 1970 |
+
summary, queries_md, users_md, redflags_md, rag_md,
|
| 1971 |
+
tool_chart, latency_chart, rag_chart, tool_table_data
|
| 1972 |
+
)
|
| 1973 |
|
| 1974 |
+
analytics_refresh.click(
|
| 1975 |
+
fn=format_analytics,
|
| 1976 |
+
inputs=[tenant_id_input, role_input],
|
| 1977 |
+
outputs=[
|
| 1978 |
+
analytics_summary,
|
| 1979 |
+
analytics_total_queries,
|
| 1980 |
+
analytics_active_users,
|
| 1981 |
+
analytics_redflags,
|
| 1982 |
+
analytics_rag_searches,
|
| 1983 |
+
analytics_tool_chart,
|
| 1984 |
+
analytics_latency_chart,
|
| 1985 |
+
analytics_rag_chart,
|
| 1986 |
+
analytics_tool_table
|
| 1987 |
+
]
|
| 1988 |
+
)
|
| 1989 |
+
|
| 1990 |
+
# Function to update Analytics tab visibility based on role (Editor sees access denied)
|
| 1991 |
+
def update_analytics_visibility(role):
|
| 1992 |
+
is_editor = role == "editor"
|
| 1993 |
+
has_access = can_view_analytics(role)
|
| 1994 |
return (
|
| 1995 |
+
gr.update(visible=is_editor or not has_access), # Access denied for Editor or non-admin
|
| 1996 |
+
gr.update(visible=has_access and not is_editor), # Analytics content for Admin/Owner only
|
| 1997 |
)
|
| 1998 |
|
| 1999 |
+
# Update visibility when role changes
|
| 2000 |
+
role_input.change(
|
| 2001 |
+
fn=update_analytics_visibility,
|
| 2002 |
+
inputs=[role_input],
|
| 2003 |
+
outputs=[analytics_access_denied, analytics_content]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2004 |
)
|
| 2005 |
+
|
| 2006 |
|
| 2007 |
+
with gr.Tab("π‘οΈ Admin Rules & Compliance"):
|
| 2008 |
+
# Access denied for Editor role
|
| 2009 |
+
rules_access_denied = gr.Markdown(
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2010 |
"""
|
| 2011 |
+
<div style="background: linear-gradient(135deg, rgba(239, 68, 68, 0.2) 0%, rgba(220, 38, 38, 0.2) 100%); padding: 40px; border-radius: 16px; border: 2px solid rgba(239, 68, 68, 0.4); text-align: center; margin: 20px 0;">
|
| 2012 |
+
<h2 style="color: #fca5a5; margin-bottom: 16px;">π Access Denied</h2>
|
| 2013 |
+
<p style="color: #f1f5f9; font-size: 16px; margin-bottom: 12px;">
|
| 2014 |
+
<strong>Editor role can only access Document Ingestion.</strong>
|
| 2015 |
+
</p>
|
| 2016 |
+
<p style="color: #cbd5e1; font-size: 14px;">
|
| 2017 |
+
Admin Rules & Compliance is restricted to Admin and Owner roles only.
|
| 2018 |
+
</p>
|
| 2019 |
+
</div>
|
| 2020 |
+
""",
|
| 2021 |
+
visible=False
|
| 2022 |
)
|
| 2023 |
|
| 2024 |
+
rules_content = gr.Column(visible=True)
|
| 2025 |
+
|
| 2026 |
+
with rules_content:
|
| 2027 |
+
gr.Markdown(
|
| 2028 |
+
"""
|
| 2029 |
+
<div style="background: linear-gradient(135deg, rgba(239, 68, 68, 0.1) 0%, rgba(220, 38, 38, 0.1) 100%); padding: 20px; border-radius: 12px; border: 1px solid rgba(239, 68, 68, 0.2); margin-bottom: 20px;">
|
| 2030 |
+
### π‘οΈ Admin Rules & Regulations
|
| 2031 |
+
Upload or manage tenant-specific governance rules (red-flag patterns, compliance policies, etc.).
|
| 2032 |
+
|
| 2033 |
+
**π€ Upload Methods:**
|
| 2034 |
+
- **Text Input:** Enter one rule per line in the text box
|
| 2035 |
+
- **File Upload:** Upload rules from TXT, PDF, DOC, or DOCX files
|
| 2036 |
+
|
| 2037 |
+
**β¨ Features:**
|
| 2038 |
+
- π€ Rules are automatically enhanced by LLM (identifies edge cases, improves patterns)
|
| 2039 |
+
- π¬ Comment lines (starting with #) are automatically ignored
|
| 2040 |
+
- ποΈ Use the delete box to remove an exact rule
|
| 2041 |
+
- π Refresh anytime to view the latest rule set
|
| 2042 |
+
|
| 2043 |
+
**π Access:** Admin and Owner roles only
|
| 2044 |
+
</div>
|
| 2045 |
+
"""
|
| 2046 |
+
)
|
| 2047 |
+
|
| 2048 |
rules_summary = gr.Markdown("π Click **Refresh Rules** to see existing entries.")
|
| 2049 |
rules_table = gr.Dataframe(
|
| 2050 |
headers=["#", "Rule"],
|
|
|
|
| 2084 |
|
| 2085 |
refresh_rules_button.click(
|
| 2086 |
fn=fetch_admin_rules,
|
| 2087 |
+
inputs=[tenant_id_input, role_input],
|
| 2088 |
outputs=[rules_summary, rules_table]
|
| 2089 |
)
|
| 2090 |
|
| 2091 |
upload_rules_button.click(
|
| 2092 |
fn=add_rules_and_refresh,
|
| 2093 |
+
inputs=[tenant_id_input, role_input, rules_input],
|
| 2094 |
outputs=[rules_status, rules_summary, rules_table]
|
| 2095 |
)
|
| 2096 |
|
| 2097 |
upload_file_button.click(
|
| 2098 |
fn=add_rules_from_file,
|
| 2099 |
+
inputs=[tenant_id_input, role_input, rules_file_upload],
|
| 2100 |
outputs=[rules_status, rules_summary, rules_table]
|
| 2101 |
)
|
| 2102 |
|
| 2103 |
delete_rule_button.click(
|
| 2104 |
fn=delete_rule_and_refresh,
|
| 2105 |
+
inputs=[tenant_id_input, role_input, delete_rule_input],
|
| 2106 |
outputs=[rules_status, rules_summary, rules_table]
|
| 2107 |
)
|
| 2108 |
+
|
| 2109 |
+
# Function to update Admin Rules tab visibility based on role
|
| 2110 |
+
def update_rules_visibility(role):
|
| 2111 |
+
is_editor = role == "editor"
|
| 2112 |
+
has_access = can_manage_rules(role)
|
| 2113 |
+
return (
|
| 2114 |
+
gr.update(visible=is_editor or not has_access), # Access denied for Editor or non-admin
|
| 2115 |
+
gr.update(visible=has_access and not is_editor), # Rules content for Admin/Owner only
|
| 2116 |
+
)
|
| 2117 |
+
|
| 2118 |
+
role_input.change(
|
| 2119 |
+
fn=update_rules_visibility,
|
| 2120 |
+
inputs=[role_input],
|
| 2121 |
+
outputs=[rules_access_denied, rules_content]
|
| 2122 |
+
)
|
| 2123 |
|
| 2124 |
gr.Markdown(
|
| 2125 |
"""
|
| 2126 |
+
<div style="margin-top: 40px; padding: 24px; background: linear-gradient(135deg, rgba(15, 23, 42, 0.5) 0%, rgba(30, 41, 59, 0.5) 100%); border-radius: 12px; border: 1px solid rgba(148, 163, 184, 0.1); text-align: center;">
|
| 2127 |
+
<p style="margin: 0; color: #94a3b8; font-size: 14px;">
|
| 2128 |
+
Built with β€οΈ using <a href="https://modelcontextprotocol.io/" target="_blank" style="color: #06b6d4; text-decoration: none; font-weight: 600;">Model Context Protocol (MCP)</a>
|
| 2129 |
+
</p>
|
| 2130 |
+
<p style="margin: 8px 0 0 0; color: #64748b; font-size: 12px;">
|
| 2131 |
+
Enterprise-Grade MCP Autonomous Agent Platform
|
| 2132 |
+
</p>
|
| 2133 |
+
</div>
|
| 2134 |
"""
|
| 2135 |
)
|
| 2136 |
|