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Salma Mohammed Hamed
AI Tutor
Commits
12111380
Commit
12111380
authored
Sep 19, 2025
by
SalmaMohammedHamedMustafa
Browse files
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Email Patches
Plain Diff
better db connectin hadeling for long lasting deplyment
parent
a4501a9c
Changes
10
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10 changed files
with
685 additions
and
341 deletions
+685
-341
captain-definition
self_hosted_env/voice_agent/captain-definition
+9
-0
enums.py
self_hosted_env/voice_agent/core/enums.py
+1
-1
main.py
self_hosted_env/voice_agent/main.py
+233
-64
postgres_app.tar
self_hosted_env/voice_agent/postgres_app.tar
+0
-0
agent_service.py
self_hosted_env/voice_agent/services/agent_service.py
+104
-31
chat_database_service.py
..._hosted_env/voice_agent/services/chat_database_service.py
+144
-105
pgvector_service.py
self_hosted_env/voice_agent/services/pgvector_service.py
+100
-67
audio-recorder.html
self_hosted_env/voice_agent/static/audio-recorder.html
+88
-60
voice_agent.tar
self_hosted_env/voice_agent/voice_agent.tar
+0
-0
wait-for-postgres.sh
self_hosted_env/voice_agent/wait-for-postgres.sh
+6
-13
No files found.
self_hosted_env/voice_agent/captain-definition
0 → 100644
View file @
12111380
{
"schemaVersion": 2,
"dockerfilePath": "./Dockerfile",
"containerHttpPort": "8000",
"env": {
"POSTGRES_HOST": "srv-captain--postgres",
"MINIO_HOST": "srv-captain--minio"
}
}
self_hosted_env/voice_agent/core/enums.py
View file @
12111380
...
@@ -17,7 +17,7 @@ class StudentNationality(str, Enum):
...
@@ -17,7 +17,7 @@ class StudentNationality(str, Enum):
class
Models
(
str
,
Enum
):
class
Models
(
str
,
Enum
):
chat
=
"gpt-
5
"
chat
=
"gpt-
4o-mini
"
tts
=
"gpt-4o-mini-tts"
tts
=
"gpt-4o-mini-tts"
embedding
=
"text-embedding-3-small"
embedding
=
"text-embedding-3-small"
transcription
=
"gpt-4o-transcribe"
transcription
=
"gpt-4o-transcribe"
self_hosted_env/voice_agent/main.py
View file @
12111380
This diff is collapsed.
Click to expand it.
self_hosted_env/voice_agent/postgres_app.tar
0 → 100644
View file @
12111380
File added
self_hosted_env/voice_agent/services/agent_service.py
View file @
12111380
This diff is collapsed.
Click to expand it.
self_hosted_env/voice_agent/services/chat_database_service.py
View file @
12111380
import
os
import
os
import
psycopg2
import
psycopg2
from
psycopg2.extras
import
RealDictCursor
from
psycopg2.extras
import
RealDictCursor
from
psycopg2.pool
import
ThreadedConnectionPool
from
typing
import
List
,
Dict
,
Optional
,
Tuple
from
typing
import
List
,
Dict
,
Optional
,
Tuple
import
logging
import
logging
...
@@ -8,10 +9,12 @@ logger = logging.getLogger(__name__)
...
@@ -8,10 +9,12 @@ logger = logging.getLogger(__name__)
class
ChatDatabaseService
:
class
ChatDatabaseService
:
"""Simple service for managing chat history in PostgreSQL"""
"""Simple service for managing chat history in PostgreSQL
with connection pooling
"""
def
__init__
(
self
):
def
__init__
(
self
):
self
.
conn
=
psycopg2
.
connect
(
self
.
pool
=
ThreadedConnectionPool
(
minconn
=
1
,
maxconn
=
20
,
host
=
os
.
getenv
(
"POSTGRES_HOST"
,
"postgres"
),
host
=
os
.
getenv
(
"POSTGRES_HOST"
,
"postgres"
),
user
=
os
.
getenv
(
"POSTGRES_USER"
),
user
=
os
.
getenv
(
"POSTGRES_USER"
),
password
=
os
.
getenv
(
"POSTGRES_PASSWORD"
),
password
=
os
.
getenv
(
"POSTGRES_PASSWORD"
),
...
@@ -20,17 +23,23 @@ class ChatDatabaseService:
...
@@ -20,17 +23,23 @@ class ChatDatabaseService:
def
get_student_nationality
(
self
,
student_id
:
str
)
->
Optional
[
str
]:
def
get_student_nationality
(
self
,
student_id
:
str
)
->
Optional
[
str
]:
"""Get student nationality from database"""
"""Get student nationality from database"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"SELECT nationality FROM students WHERE student_id =
%
s"
,
"SELECT nationality FROM students WHERE student_id =
%
s"
,
(
student_id
,)
(
student_id
,)
)
)
result
=
cur
.
fetchone
()
result
=
cur
.
fetchone
()
return
result
[
"nationality"
]
if
result
else
None
return
result
[
"nationality"
]
if
result
else
None
finally
:
self
.
pool
.
putconn
(
conn
)
def
get_student_info
(
self
,
student_id
:
str
)
->
Optional
[
Dict
]:
def
get_student_info
(
self
,
student_id
:
str
)
->
Optional
[
Dict
]:
"""Get complete student information from database"""
"""Get complete student information from database"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
SELECT student_id, student_name, grade, language, nationality
SELECT student_id, student_name, grade, language, nationality
...
@@ -49,10 +58,14 @@ class ChatDatabaseService:
...
@@ -49,10 +58,14 @@ class ChatDatabaseService:
'nationality'
:
result
[
'nationality'
]
'nationality'
:
result
[
'nationality'
]
}
}
return
None
return
None
finally
:
self
.
pool
.
putconn
(
conn
)
def
get_student_grade_and_language
(
self
,
student_id
:
str
)
->
Optional
[
Tuple
[
int
,
bool
]]:
def
get_student_grade_and_language
(
self
,
student_id
:
str
)
->
Optional
[
Tuple
[
int
,
bool
]]:
"""Get student grade and language preference"""
"""Get student grade and language preference"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"SELECT grade, language FROM students WHERE student_id =
%
s"
,
"SELECT grade, language FROM students WHERE student_id =
%
s"
,
(
student_id
,)
(
student_id
,)
...
@@ -61,10 +74,14 @@ class ChatDatabaseService:
...
@@ -61,10 +74,14 @@ class ChatDatabaseService:
if
result
:
if
result
:
return
(
result
[
"grade"
],
result
[
"language"
])
return
(
result
[
"grade"
],
result
[
"language"
])
return
None
return
None
finally
:
self
.
pool
.
putconn
(
conn
)
def
get_chat_history
(
self
,
student_id
:
str
,
limit
:
int
=
20
)
->
List
[
Dict
[
str
,
str
]]:
def
get_chat_history
(
self
,
student_id
:
str
,
limit
:
int
=
20
)
->
List
[
Dict
[
str
,
str
]]:
"""Get chat history for a student, returns in chronological order"""
"""Get chat history for a student, returns in chronological order"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
SELECT role, content
SELECT role, content
...
@@ -78,10 +95,14 @@ class ChatDatabaseService:
...
@@ -78,10 +95,14 @@ class ChatDatabaseService:
results
=
cur
.
fetchall
()
results
=
cur
.
fetchall
()
# Return in chronological order (oldest first)
# Return in chronological order (oldest first)
return
[{
"role"
:
row
[
"role"
],
"content"
:
row
[
"content"
]}
for
row
in
reversed
(
results
)]
return
[{
"role"
:
row
[
"role"
],
"content"
:
row
[
"content"
]}
for
row
in
reversed
(
results
)]
finally
:
self
.
pool
.
putconn
(
conn
)
def
add_message
(
self
,
student_id
:
str
,
role
:
str
,
content
:
str
):
def
add_message
(
self
,
student_id
:
str
,
role
:
str
,
content
:
str
):
"""Add a message to chat history"""
"""Add a message to chat history"""
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
INSERT INTO chat_history (student_id, role, content)
INSERT INTO chat_history (student_id, role, content)
...
@@ -89,20 +110,28 @@ class ChatDatabaseService:
...
@@ -89,20 +110,28 @@ class ChatDatabaseService:
"""
,
"""
,
(
student_id
,
role
,
content
)
(
student_id
,
role
,
content
)
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
clear_history
(
self
,
student_id
:
str
):
def
clear_history
(
self
,
student_id
:
str
):
"""Clear chat history for a student"""
"""Clear chat history for a student"""
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
"DELETE FROM chat_history WHERE student_id =
%
s"
,
"DELETE FROM chat_history WHERE student_id =
%
s"
,
(
student_id
,)
(
student_id
,)
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
limit_history
(
self
,
student_id
:
str
,
max_messages
:
int
=
40
):
def
limit_history
(
self
,
student_id
:
str
,
max_messages
:
int
=
40
):
"""Keep only recent messages for a student"""
"""Keep only recent messages for a student"""
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
DELETE FROM chat_history
DELETE FROM chat_history
...
@@ -117,7 +146,9 @@ class ChatDatabaseService:
...
@@ -117,7 +146,9 @@ class ChatDatabaseService:
"""
,
"""
,
(
student_id
,
student_id
,
max_messages
)
(
student_id
,
student_id
,
max_messages
)
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
update_student_info
(
self
,
student_id
:
str
,
grade
:
Optional
[
int
]
=
None
,
def
update_student_info
(
self
,
student_id
:
str
,
grade
:
Optional
[
int
]
=
None
,
language
:
Optional
[
bool
]
=
None
,
nationality
:
Optional
[
str
]
=
None
):
language
:
Optional
[
bool
]
=
None
,
nationality
:
Optional
[
str
]
=
None
):
...
@@ -139,7 +170,9 @@ class ChatDatabaseService:
...
@@ -139,7 +170,9 @@ class ChatDatabaseService:
if
updates
:
if
updates
:
params
.
append
(
student_id
)
params
.
append
(
student_id
)
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
f
"""
f
"""
UPDATE students
UPDATE students
...
@@ -148,12 +181,16 @@ class ChatDatabaseService:
...
@@ -148,12 +181,16 @@ class ChatDatabaseService:
"""
,
"""
,
params
params
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
create_student
(
self
,
student_id
:
str
,
student_name
:
str
,
grade
:
int
,
def
create_student
(
self
,
student_id
:
str
,
student_name
:
str
,
grade
:
int
,
language
:
bool
,
nationality
:
str
=
'EGYPTIAN'
):
language
:
bool
,
nationality
:
str
=
'EGYPTIAN'
):
"""Create a new student record"""
"""Create a new student record"""
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
pool
.
getconn
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
INSERT INTO students (student_id, student_name, grade, language, nationality)
INSERT INTO students (student_id, student_name, grade, language, nationality)
...
@@ -162,8 +199,10 @@ class ChatDatabaseService:
...
@@ -162,8 +199,10 @@ class ChatDatabaseService:
"""
,
"""
,
(
student_id
,
student_name
,
grade
,
language
,
nationality
)
(
student_id
,
student_name
,
grade
,
language
,
nationality
)
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
close
(
self
):
def
close_pool
(
self
):
if
self
.
conn
:
if
self
.
pool
:
self
.
conn
.
close
()
self
.
pool
.
closeall
()
\ No newline at end of file
\ No newline at end of file
self_hosted_env/voice_agent/services/pgvector_service.py
View file @
12111380
import
os
import
os
import
psycopg2
import
psycopg2
from
psycopg2.extras
import
RealDictCursor
from
psycopg2.extras
import
RealDictCursor
from
psycopg2.pool
import
ThreadedConnectionPool
from
typing
import
List
,
Optional
from
typing
import
List
,
Optional
# Import the pgvector adapter
# Import the pgvector adapter
from
pgvector.psycopg2
import
register_vector
from
pgvector.psycopg2
import
register_vector
class
PGVectorService
:
class
PGVectorService
:
"""Service for managing embeddings with PostgreSQL pgvector"""
"""Service for managing embeddings with PostgreSQL pgvector
using connection pooling
"""
def
__init__
(
self
):
def
__init__
(
self
):
self
.
conn
=
psycopg2
.
connect
(
self
.
pool
=
ThreadedConnectionPool
(
minconn
=
1
,
maxconn
=
20
,
host
=
os
.
getenv
(
"POSTGRES_HOST"
,
"postgres"
),
host
=
os
.
getenv
(
"POSTGRES_HOST"
,
"postgres"
),
user
=
os
.
getenv
(
"POSTGRES_USER"
),
user
=
os
.
getenv
(
"POSTGRES_USER"
),
password
=
os
.
getenv
(
"POSTGRES_PASSWORD"
),
password
=
os
.
getenv
(
"POSTGRES_PASSWORD"
),
dbname
=
os
.
getenv
(
"POSTGRES_DB"
),
dbname
=
os
.
getenv
(
"POSTGRES_DB"
),
)
)
# Register the vector type with the connection
# Test connection and register vector type to ensure the pool works
register_vector
(
self
.
conn
)
conn
=
self
.
pool
.
getconn
()
try
:
register_vector
(
conn
)
finally
:
self
.
pool
.
putconn
(
conn
)
def
_get_conn_with_vector
(
self
):
"""Get a connection from the pool and register vector type"""
conn
=
self
.
pool
.
getconn
()
register_vector
(
conn
)
return
conn
def
insert_embedding
(
self
,
id
:
int
,
embedding
:
list
):
def
insert_embedding
(
self
,
id
:
int
,
embedding
:
list
):
"""Insert or update an embedding"""
"""Insert or update an embedding"""
with
self
.
conn
.
cursor
()
as
cur
:
conn
=
self
.
_get_conn_with_vector
()
try
:
with
conn
.
cursor
()
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
INSERT INTO embeddings_table (id, embedding)
INSERT INTO embeddings_table (id, embedding)
...
@@ -30,11 +45,15 @@ class PGVectorService:
...
@@ -30,11 +45,15 @@ class PGVectorService:
"""
,
"""
,
(
id
,
embedding
),
(
id
,
embedding
),
)
)
self
.
conn
.
commit
()
conn
.
commit
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
search_nearest
(
self
,
query_embedding
:
list
,
limit
:
int
=
3
):
def
search_nearest
(
self
,
query_embedding
:
list
,
limit
:
int
=
3
):
"""Search nearest embeddings using cosine distance (<-> operator)"""
"""Search nearest embeddings using cosine distance (<-> operator)"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
_get_conn_with_vector
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
SELECT id, embedding, embedding <->
%
s AS distance
SELECT id, embedding, embedding <->
%
s AS distance
...
@@ -45,6 +64,8 @@ class PGVectorService:
...
@@ -45,6 +64,8 @@ class PGVectorService:
(
query_embedding
,
query_embedding
,
limit
),
(
query_embedding
,
query_embedding
,
limit
),
)
)
return
cur
.
fetchall
()
return
cur
.
fetchall
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
search_filtered_nearest
(
def
search_filtered_nearest
(
self
,
self
,
...
@@ -55,7 +76,9 @@ class PGVectorService:
...
@@ -55,7 +76,9 @@ class PGVectorService:
limit
:
int
=
3
limit
:
int
=
3
):
):
"""Search nearest embeddings with filtering by grade, subject, and language"""
"""Search nearest embeddings with filtering by grade, subject, and language"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
_get_conn_with_vector
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
SELECT id, grade, subject, unit, concept, lesson, chunk_text,
SELECT id, grade, subject, unit, concept, lesson, chunk_text,
...
@@ -70,6 +93,8 @@ class PGVectorService:
...
@@ -70,6 +93,8 @@ class PGVectorService:
(
query_embedding
,
grade
,
f
"
%
{subject}
%
"
,
is_arabic
,
query_embedding
,
limit
),
(
query_embedding
,
grade
,
f
"
%
{subject}
%
"
,
is_arabic
,
query_embedding
,
limit
),
)
)
return
cur
.
fetchall
()
return
cur
.
fetchall
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
search_flexible_filtered_nearest
(
def
search_flexible_filtered_nearest
(
self
,
self
,
...
@@ -103,7 +128,9 @@ class PGVectorService:
...
@@ -103,7 +128,9 @@ class PGVectorService:
params
.
append
(
query_embedding
)
params
.
append
(
query_embedding
)
params
.
append
(
limit
)
params
.
append
(
limit
)
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
_get_conn_with_vector
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
f
"""
f
"""
SELECT id, grade, subject, unit, concept, lesson, chunk_text,
SELECT id, grade, subject, unit, concept, lesson, chunk_text,
...
@@ -116,10 +143,14 @@ class PGVectorService:
...
@@ -116,10 +143,14 @@ class PGVectorService:
params
params
)
)
return
cur
.
fetchall
()
return
cur
.
fetchall
()
finally
:
self
.
pool
.
putconn
(
conn
)
def
get_subjects_by_grade_and_language
(
self
,
grade
:
int
,
is_arabic
:
bool
)
->
List
[
str
]:
def
get_subjects_by_grade_and_language
(
self
,
grade
:
int
,
is_arabic
:
bool
)
->
List
[
str
]:
"""Get available subjects for a specific grade and language"""
"""Get available subjects for a specific grade and language"""
with
self
.
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
conn
=
self
.
_get_conn_with_vector
()
try
:
with
conn
.
cursor
(
cursor_factory
=
RealDictCursor
)
as
cur
:
cur
.
execute
(
cur
.
execute
(
"""
"""
SELECT DISTINCT subject
SELECT DISTINCT subject
...
@@ -130,7 +161,9 @@ class PGVectorService:
...
@@ -130,7 +161,9 @@ class PGVectorService:
(
grade
,
is_arabic
)
(
grade
,
is_arabic
)
)
)
return
[
row
[
'subject'
]
for
row
in
cur
.
fetchall
()]
return
[
row
[
'subject'
]
for
row
in
cur
.
fetchall
()]
finally
:
self
.
pool
.
putconn
(
conn
)
def
close
(
self
):
def
close_pool
(
self
):
if
self
.
conn
:
if
self
.
pool
:
self
.
conn
.
close
()
self
.
pool
.
closeall
()
\ No newline at end of file
\ No newline at end of file
self_hosted_env/voice_agent/static/audio-recorder.html
View file @
12111380
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Click to expand it.
self_hosted_env/voice_agent/voice_agent.tar
0 → 100644
View file @
12111380
File added
self_hosted_env/voice_agent/wait-for-postgres.sh
View file @
12111380
#!/bin/bash
#!/bin/bash
set
-e
set
-e
host
=
"postgres"
# Use the environment variables set in CapRover for the host and user
host
=
"
${
POSTGRES_HOST
}
"
user
=
"
${
POSTGRES_USER
}
"
user
=
"
${
POSTGRES_USER
}
"
db
=
"
${
POSTGRES_DB
}
"
password
=
"
${
POSTGRES_PASSWORD
}
"
echo
"Waiting for PostgreSQL database to be ready..."
echo
"Waiting for PostgreSQL database
at
$host
to be ready..."
# Wait for the database server to be available
# Wait for the database server to be available
. This is sufficient.
until
PGPASSWORD
=
"
$
password
"
pg_isready
-h
"
$host
"
-U
"
$user
"
;
do
until
PGPASSWORD
=
"
$
{
POSTGRES_PASSWORD
}
"
pg_isready
-h
"
$host
"
-U
"
$user
"
;
do
echo
"PostgreSQL server is unavailable - sleeping"
echo
"PostgreSQL server is unavailable - sleeping"
sleep
1
sleep
1
done
done
# Wait for the specific database to be available
until
PGPASSWORD
=
"
$password
"
psql
-h
"
$host
"
-U
"
$user
"
-d
"
$db
"
-c
'\q'
;
do
echo
"Database '
$db
' is not yet available - sleeping"
sleep
1
done
echo
"PostgreSQL database is up and ready - executing command"
echo
"PostgreSQL database is up and ready - executing command"
exec
"
$@
"
exec
"
$@
"
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