Feature/flow management cli (#346)

Flow management API + various flow management commands

trustgraph-cli/scripts/tg-delete-flow-class
trustgraph-cli/scripts/tg-get-flow-class
trustgraph-cli/scripts/tg-put-flow-class
trustgraph-cli/scripts/tg-show-flow-classes
trustgraph-cli/scripts/tg-show-flows
trustgraph-cli/scripts/tg-start-flow
trustgraph-cli/scripts/tg-stop-flow

trustgraph-base/trustgraph/api/api.py

@@ -562,3 +562,233 @@ class Api:
         except:
             raise ProtocolException(f"Response not formatted correctly")
 
+    def flow_list_classes(self):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "list-classes",
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        try:
+            return object["class-names"]
+        except:
+            raise ProtocolException(f"Response not formatted correctly")
+
+    def flow_get_class(self, class_name):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "get-class",
+            "class-name": class_name,
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        try:
+            return json.loads(object["class-definition"])
+        except Exception as e:
+            print(e)
+            raise ProtocolException(f"Response not formatted correctly")
+
+    def flow_put_class(self, class_name, definition):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "put-class",
+            "class-name": class_name,
+            "class-definition": json.dumps(definition),
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        return
+
+    def flow_delete_class(self, class_name):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "delete-class",
+            "class-name": class_name,
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        return
+
+    def flow_list(self):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "list-flows",
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        try:
+            return object["flow-ids"]
+        except:
+            raise ProtocolException(f"Response not formatted correctly")
+
+    def flow_get(self, id):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "get-flow",
+            "flow-id": id,
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        try:
+            return json.loads(object["flow"])
+        except:
+            raise ProtocolException(f"Response not formatted correctly")
+
+    def flow_start(self, class_name, id, description):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "start-flow",
+            "flow-id": id,
+            "class-name": class_name,
+            "description": description,
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        return
+
+    def flow_stop(self, id):
+
+        # The input consists of system and prompt strings
+        input = {
+            "operation": "stop-flow",
+            "flow-id": id,
+        }
+
+        url = f"{self.url}flow"
+
+        # Invoke the API, input is passed as JSON
+        resp = requests.post(url, json=input)
+
+        # Should be a 200 status code
+        if resp.status_code != 200:
+            raise ProtocolException(f"Status code {resp.status_code}")
+
+        try:
+            # Parse the response as JSON
+            object = resp.json()
+        except:
+            raise ProtocolException(f"Expected JSON response")
+
+        self.check_error(object)
+
+        return
+

trustgraph-base/trustgraph/base/async_processor.py

@@ -17,7 +17,7 @@ from .. exceptions import TooManyRequests
 from . pubsub import PulsarClient
 from . producer import Producer
 from . consumer import Consumer
-from . metrics import ProcessorMetrics
+from . metrics import ProcessorMetrics, ConsumerMetrics
 
 default_config_queue = config_push_queue
 
@@ -30,10 +30,10 @@ class AsyncProcessor:
         self.id = params.get("id")
 
         # Register a pulsar client
-        self.pulsar_client = PulsarClient(**params)
+        self.pulsar_client_object = PulsarClient(**params)
 
         # Initialise metrics, records the parameters
-        ProcessorMetrics(id=self.id).info({
+        ProcessorMetrics(processor = self.id).info({
             k: str(params[k])
             for k in params
             if k != "id"
@@ -57,11 +57,15 @@ class AsyncProcessor:
         # service
         config_subscriber_id = str(uuid.uuid4())
 
+        config_consumer_metrics = ConsumerMetrics(
+            processor = self.id, flow = None, name = "config",
+        )
+
         # Subscribe to config queue
         self.config_sub_task = Consumer(
 
             taskgroup = self.taskgroup,
-            client = self.client,
+            client = self.pulsar_client,
             subscriber = config_subscriber_id,
             flow = None,
 
@@ -70,6 +74,8 @@ class AsyncProcessor:
 
             handler = self.on_config_change,
 
+            metrics = config_consumer_metrics,
+
             # This causes new subscriptions to view the entire history of
             # configuration
             start_of_messages = True
@@ -85,31 +91,28 @@ class AsyncProcessor:
     # This is called to stop all threads.  An over-ride point for extra
     # functionality
     def stop(self):
-        self.client.close()
+        self.pulsar_client.close()
         self.running = False
 
     # Returns the pulsar host
     @property
-    def pulsar_host(self): return self.client.pulsar_host
+    def pulsar_host(self): return self.pulsar_client_object.pulsar_host
 
     # Returns the pulsar client
     @property
-    def client(self): return self.pulsar_client.client
+    def pulsar_client(self): return self.pulsar_client_object.client
 
     # Register a new event handler for configuration change
     def register_config_handler(self, handler):
         self.config_handlers.append(handler)
 
     # Called when a new configuration message push occurs
-    async def on_config_change(self, message, consumer):
+    async def on_config_change(self, message, consumer, flow):
 
         # Get configuration data and version number
         config = message.value().config
         version = message.value().version
 
-        # Acknowledge the message
-        consumer.acknowledge(message)
-
         # Invoke message handlers
         print("Config change event", config, version, flush=True)
         for ch in self.config_handlers:
@@ -234,7 +237,7 @@ class AsyncProcessor:
         PulsarClient.add_args(parser)
 
         parser.add_argument(
-            '--config-push-queue',
+            '--config-queue',
             default=default_config_queue,
             help=f'Config push queue {default_config_queue}',
         )

trustgraph-base/trustgraph/base/consumer.py

@@ -156,7 +156,7 @@ class Consumer:
                             await self.handler(msg, self, self.flow)
 
                     else:
-                        await self.handler(msg, self.consumer)
+                        await self.handler(msg, self, self.flow)
 
                     print("Handled.", flush=True)
 

trustgraph-base/trustgraph/base/consumer_spec.py

@@ -12,13 +12,13 @@ class ConsumerSpec(Spec):
     def add(self, flow, processor, definition):
 
         consumer_metrics = ConsumerMetrics(
-            flow.id, f"{flow.name}-{self.name}"
+            processor = flow.id, flow = flow.name, name = self.name,
         )
 
         consumer = Consumer(
             taskgroup = processor.taskgroup,
             flow = flow,
-            client = processor.client,
+            client = processor.pulsar_client,
             topic = definition[self.name],
             subscriber = processor.id + "--" + self.name,
             schema = self.schema,

trustgraph-base/trustgraph/base/metrics.py

@@ -4,79 +4,133 @@ from prometheus_client import Counter
 
 class ConsumerMetrics:
 
-    def __init__(self, id, flow=None):
+    def __init__(self, processor, flow, name):
 
-        self.id = id
+        self.processor = processor
         self.flow = flow
+        self.name = name
 
         if not hasattr(__class__, "state_metric"):
             __class__.state_metric = Enum(
                 'consumer_state', 'Consumer state',
-                ["id", "flow"],
+                ["processor", "flow", "name"],
                 states=['stopped', 'running']
             )
+
         if not hasattr(__class__, "request_metric"):
             __class__.request_metric = Histogram(
                 'request_latency', 'Request latency (seconds)',
-                ["id", "flow"],
+                ["processor", "flow", "name"],
             )
+
         if not hasattr(__class__, "processing_metric"):
             __class__.processing_metric = Counter(
                 'processing_count', 'Processing count',
-                ["id", "flow", "status"]
+                ["processor", "flow", "name", "status"],
             )
+
         if not hasattr(__class__, "rate_limit_metric"):
             __class__.rate_limit_metric = Counter(
                 'rate_limit_count', 'Rate limit event count',
-                ["id", "flow"]
+                ["processor", "flow", "name"],
             )
 
     def process(self, status):
         __class__.processing_metric.labels(
-            id=self.id, flow=self.flow, status=status
+            processor = self.processor, flow = self.flow, name = self.name,
+            status=status
         ).inc()
 
     def rate_limit(self):
         __class__.rate_limit_metric.labels(
-            id=self.id, flow=self.flow
+            processor = self.processor, flow = self.flow, name = self.name,
         ).inc()
 
     def state(self, state):
         __class__.state_metric.labels(
-            id=self.id, flow=self.flow
+            processor = self.processor, flow = self.flow, name = self.name,
         ).state(state)
 
     def record_time(self):
         return __class__.request_metric.labels(
-            id=self.id, flow=self.flow
+            processor = self.processor, flow = self.flow, name = self.name,
         ).time()
 
 class ProducerMetrics:
-    def __init__(self, id, flow=None):
 
-        self.id = id
+    def __init__(self, processor, flow, name):
+
+        self.processor = processor
         self.flow = flow
+        self.name = name
 
-        if not hasattr(__class__, "output_metric"):
-            __class__.output_metric = Counter(
-                'output_count', 'Output items created',
-                ["id", "flow"]
+        if not hasattr(__class__, "producer_metric"):
+            __class__.producer_metric = Counter(
+                'producer_count', 'Output items produced',
+                ["processor", "flow", "name"],
             )
 
     def inc(self):
-        __class__.output_metric.labels(id=self.id, flow=self.flow).inc()
+        __class__.producer_metric.labels(
+            processor = self.processor, flow = self.flow, name = self.name
+        ).inc()
 
 class ProcessorMetrics:
-    def __init__(self, id):
+    def __init__(self, processor):
 
-        self.id = id
+        self.processor = processor
 
         if not hasattr(__class__, "processor_metric"):
             __class__.processor_metric = Info(
                 'processor', 'Processor configuration',
-                ["id"]
+                ["processor"]
             )
 
     def info(self, info):
-        __class__.processor_metric.labels(id=self.id).info(info)
-        
+        __class__.processor_metric.labels(
+            processor = self.processor
+        ).info(info)
+
+class SubscriberMetrics:
+
+    def __init__(self, processor, flow, name):
+
+        self.processor = processor
+        self.flow = flow
+        self.name = name
+
+        if not hasattr(__class__, "state_metric"):
+            __class__.state_metric = Enum(
+                'subscriber_state', 'Subscriber state',
+                ["processor", "flow", "name"],
+                states=['stopped', 'running']
+            )
+
+        if not hasattr(__class__, "received_metric"):
+            __class__.received_metric = Counter(
+                'received_count', 'Received count',
+                ["processor", "flow", "name"],
+            )
+
+        if not hasattr(__class__, "dropped_metric"):
+            __class__.dropped_metric = Counter(
+                'dropped_count', 'Dropped messages count',
+                ["processor", "flow", "name"],
+            )
+
+    def received(self):
+        __class__.received_metric.labels(
+            processor = self.processor, flow = self.flow, name = self.name,
+        ).inc()
+
+    def state(self, state):
+
+        __class__.state_metric.labels(
+            processor = self.processor, flow = self.flow, name = self.name,
+        ).state(state)
+
+    def dropped(self, state):
+        __class__.dropped_metric.labels(
+            processor = self.processor, flow = self.flow, name = self.name,
+        ).inc()
+

trustgraph-base/trustgraph/base/producer_spec.py

@@ -11,11 +11,11 @@ class ProducerSpec(Spec):
     def add(self, flow, processor, definition):
 
         producer_metrics = ProducerMetrics(
-            flow.id, f"{flow.name}-{self.name}"
+            processor = flow.id, flow = flow.name, name = self.name
         )
 
         producer = Producer(
-            client = processor.client,
+            client = processor.pulsar_client,
             topic = definition[self.name],
             schema = self.schema,
             metrics = producer_metrics,

trustgraph-base/trustgraph/base/request_response_spec.py

@@ -5,7 +5,7 @@ import asyncio
 from . subscriber import Subscriber
 from . producer import Producer
 from . spec import Spec
-from . metrics import ConsumerMetrics, ProducerMetrics
+from . metrics import ConsumerMetrics, ProducerMetrics, SubscriberMetrics
 
 class RequestResponse(Subscriber):
 
@@ -23,6 +23,7 @@ class RequestResponse(Subscriber):
             consumer_name = consumer_name,
             topic = response_topic,
             schema = response_schema,
+            metrics = response_metrics,
         )
 
         self.producer = Producer(
@@ -116,20 +117,24 @@ class RequestResponseSpec(Spec):
 
     def add(self, flow, processor, definition):
 
-        producer_metrics = ProducerMetrics(
-            flow.id, f"{flow.name}-{self.response_name}"
+        request_metrics = ProducerMetrics(
+            processor = flow.id, flow = flow.name, name = self.request_name
+        )
+
+        response_metrics = SubscriberMetrics(
+            processor = flow.id, flow = flow.name, name = self.request_name
         )
 
         rr = self.impl(
-            client = processor.client,
+            client = processor.pulsar_client,
             subscription = flow.id,
             consumer_name = flow.id,
             request_topic = definition[self.request_name],
             request_schema = self.request_schema,
-            request_metrics = producer_metrics,
+            request_metrics = request_metrics,
             response_topic = definition[self.response_name],
             response_schema = self.response_schema,
-            response_metrics = None,
+            response_metrics = response_metrics,
         )
 
         flow.consumer[self.request_name] = rr

trustgraph-base/trustgraph/base/subscriber.py

@@ -7,7 +7,7 @@ import time
 class Subscriber:
 
     def __init__(self, client, topic, subscription, consumer_name,
-                 schema=None, max_size=100):
+                 schema=None, max_size=100, metrics=None):
         self.client = client
         self.topic = topic
         self.subscription = subscription
@@ -18,6 +18,7 @@ class Subscriber:
         self.max_size = max_size
         self.lock = asyncio.Lock()
         self.running = True
+        self.metrics = metrics
 
     async def __del__(self):
         self.running = False
@@ -36,6 +37,9 @@ class Subscriber:
 
         while self.running:
 
+            if self.metrics:
+                self.metrics.state("stopped")
+
             try:
 
                 consumer = self.client.subscribe(
@@ -45,6 +49,9 @@ class Subscriber:
                     schema = JsonSchema(self.schema),
                 )
 
+                if self.metrics:
+                    self.metrics.state("running")
+
                 print("Subscriber running...", flush=True)
 
                 while self.running:
@@ -61,6 +68,9 @@ class Subscriber:
                         print(type(e))
                         raise e
 
+                    if self.metrics:
+                        self.metrics.received()
+
                     # Acknowledge successful reception of the message
                     consumer.acknowledge(msg)
 
@@ -83,7 +93,9 @@ class Subscriber:
                                     self.q[id].put(value),
                                     timeout=2
                                 )
+
                             except Exception as e:
+                                self.metrics.dropped()
                                 print("Q Put:", e, flush=True)
 
                         for q in self.full.values():
@@ -94,6 +106,7 @@ class Subscriber:
                                     timeout=2
                                 )
                             except Exception as e:
+                                self.metrics.dropped()
                                 print("Q Put:", e, flush=True)
 
             except Exception as e:
@@ -101,6 +114,9 @@ class Subscriber:
 
             consumer.close()
          
+            if self.metrics:
+                self.metrics.state("stopped")
+
             # If handler drops out, sleep a retry
             time.sleep(2)
 

trustgraph-base/trustgraph/base/subscriber_spec.py

@@ -1,5 +1,5 @@
 
-from . metrics import ConsumerMetrics
+from . metrics import SubscriberMetrics
 from . subscriber import Subscriber
 from . spec import Spec
 
@@ -11,17 +11,17 @@ class SubscriberSpec(Spec):
 
     def add(self, flow, processor, definition):
 
-        # FIXME: Metrics not used
-        subscriber_metrics = ConsumerMetrics(
-            flow.id, f"{flow.name}-{self.name}"
+        subscriber_metrics = SubscriberMetrics(
+            processor = flow.id, flow = flow.name, name = self.name
         )
 
         subscriber = Subscriber(
-            client = processor.client,
+            client = processor.pulsar_client,
             topic = definition[self.name],
             subscription = flow.id,
             consumer_name = flow.id,
             schema = self.schema,
+            metrics = subscriber_metrics,
         )
 
         # Put it in the consumer map, does that work?

trustgraph-base/trustgraph/schema/__init__.py

@@ -12,5 +12,5 @@ from . agent import *
 from . lookup import *
 from . library import *
 from . config import *
-
+from . flows import *
 

trustgraph-base/trustgraph/schema/flows.py

@@ -20,14 +20,14 @@ from . types import Error
 # Prompt services, abstract the prompt generation
 class FlowRequest(Record):
 
-    operation = String() # list_classes, get_class, put_class, delete_class
-                         # list_flows, get_flow, start_flow, stop_flow
+    operation = String() # list-classes, get-class, put-class, delete-class
+                         # list-flows, get-flow, start-flow, stop-flow
 
     # get_class, put_class, delete_class, start_flow
     class_name = String()
 
     # put_class
-    class = String()
+    class_definition = String()
 
     # start_flow
     description = String()
@@ -44,7 +44,7 @@ class FlowResponse(Record):
     flow_ids = Array(String())
 
     # get_class
-    class = String()
+    class_definition = String()
 
     # get_flow
     flow = String()

trustgraph-base/trustgraph/schema/graph.py

@@ -18,8 +18,6 @@ class EntityContexts(Record):
     metadata = Metadata()
     entities = Array(EntityContext())
 
-entity_contexts_ingest_queue = topic('entity-contexts-load')
-
 ############################################################################
 
 # Graph embeddings are embeddings associated with a graph entity
@@ -33,8 +31,6 @@ class GraphEmbeddings(Record):
     metadata = Metadata()
     entities = Array(EntityEmbeddings())
 
-graph_embeddings_store_queue = topic('graph-embeddings-store')
-
 ############################################################################
 
 # Graph embeddings query
@@ -49,13 +45,6 @@ class GraphEmbeddingsResponse(Record):
     error = Error()
     entities = Array(Value())
 
-graph_embeddings_request_queue = topic(
-    'graph-embeddings', kind='non-persistent', namespace='request'
-)
-graph_embeddings_response_queue = topic(
-    'graph-embeddings', kind='non-persistent', namespace='response'
-)
-
 ############################################################################
 
 # Graph triples
@@ -64,8 +53,6 @@ class Triples(Record):
     metadata = Metadata()
     triples = Array(Triple())
 
-triples_store_queue = topic('triples-store')
-
 ############################################################################
 
 # Triples query
@@ -82,9 +69,3 @@ class TriplesQueryResponse(Record):
     error = Error()
     triples = Array(Triple())
 
-triples_request_queue = topic(
-    'triples', kind='non-persistent', namespace='request'
-)
-triples_response_queue = topic(
-    'triples', kind='non-persistent', namespace='response'
-)

trustgraph-base/trustgraph/schema/lookup.py

@@ -17,26 +17,5 @@ class LookupResponse(Record):
     text = String()
     error = Error()
 
-encyclopedia_lookup_request_queue = topic(
-    'encyclopedia', kind='non-persistent', namespace='request'
-)
-encyclopedia_lookup_response_queue = topic(
-    'encyclopedia', kind='non-persistent', namespace='response', 
-)
-
-dbpedia_lookup_request_queue = topic(
-    'dbpedia', kind='non-persistent', namespace='request'
-)
-dbpedia_lookup_response_queue = topic(
-    'dbpedia', kind='non-persistent', namespace='response', 
-)
-
-internet_search_request_queue = topic(
-    'internet-search', kind='non-persistent', namespace='request'
-)
-internet_search_response_queue = topic(
-    'internet-search', kind='non-persistent', namespace='response', 
-)
-
 ############################################################################
 

trustgraph-base/trustgraph/schema/models.py

@@ -19,13 +19,6 @@ class TextCompletionResponse(Record):
     out_token = Integer()
     model = String()
 
-text_completion_request_queue = topic(
-    'text-completion', kind='non-persistent', namespace='request'
-)
-text_completion_response_queue = topic(
-    'text-completion', kind='non-persistent', namespace='response'
-)
-
 ############################################################################
 
 # Embeddings
@@ -37,9 +30,3 @@ class EmbeddingsResponse(Record):
     error = Error()
     vectors = Array(Array(Double()))
 
-embeddings_request_queue = topic(
-    'embeddings', kind='non-persistent', namespace='request'
-)
-embeddings_response_queue = topic(
-    'embeddings', kind='non-persistent', namespace='response'
-)

trustgraph-base/trustgraph/schema/object.py

@@ -18,8 +18,6 @@ class ObjectEmbeddings(Record):
     key_name = String()
     id = String()
 
-object_embeddings_store_queue = topic('object-embeddings-store')
-
 ############################################################################
 
 # Stores rows of information
@@ -29,5 +27,5 @@ class Rows(Record):
     row_schema = RowSchema()
     rows = Array(Map(String()))
 
-rows_store_queue = topic('rows-store')
+
 

trustgraph-base/trustgraph/schema/prompt.py

@@ -55,12 +55,5 @@ class PromptResponse(Record):
     # JSON encoded
     object = String()
 
-prompt_request_queue = topic(
-    'prompt', kind='non-persistent', namespace='request'
-)
-prompt_response_queue = topic(
-    'prompt', kind='non-persistent', namespace='response'
-)
-
 ############################################################################
 

trustgraph-base/trustgraph/schema/retrieval.py

@@ -20,13 +20,6 @@ class GraphRagResponse(Record):
     error = Error()
     response = String()
 
-graph_rag_request_queue = topic(
-    'graph-rag', kind='non-persistent', namespace='request'
-)
-graph_rag_response_queue = topic(
-    'graph-rag', kind='non-persistent', namespace='response'
-)
-
 ############################################################################
 
 # Document RAG text retrieval
@@ -41,9 +34,3 @@ class DocumentRagResponse(Record):
     error = Error()
     response = String()
 
-document_rag_request_queue = topic(
-    'doc-rag', kind='non-persistent', namespace='request'
-)
-document_rag_response_queue = topic(
-    'doc-rag', kind='non-persistent', namespace='response'
-)