fleet-memory/hindsight-api-slim/hindsight_api/main.py
Nicolò Boschi e4f8a157c2
feat(retain): verbatim, chunks modes and named retain strategies (#593)
* feat(retain): add verbatim extraction mode

Adds retain_extraction_mode="verbatim" that stores each chunk as-is
without LLM summarization. The LLM still runs to extract entities,
temporal info, and location for full indexability — only the fact text
is replaced with the original chunk content (one memory per chunk).

Useful for RAG-style indexing and benchmarks where original text
must be preserved in memory.

- Add "verbatim" to RETAIN_EXTRACTION_MODES in config.py
- Add VERBATIM_FACT_EXTRACTION_PROMPT with instructions to preserve text
- Add _collapse_to_verbatim() post-processing to enforce 1 fact/chunk
- Expose in bank config UI dropdown with updated description
- Update configuration.md docs with verbatim mode description
- Add unit test for _collapse_to_verbatim and integration test via LLM
- Fix pre-existing main.py CLI override missing new reranker fields
- Fix pre-existing cross_encoder.py ty type error via setattr

* refactor(retain): verbatim mode skips 'what' field entirely

Instead of asking the LLM to echo the chunk text back into 'what' and
then discarding it, verbatim mode now uses a dedicated schema
(VerbatimExtractedFact) that omits the 'what' field altogether.
The LLM only returns metadata (entities, temporal info, location, who),
saving output tokens and avoiding any risk of paraphrasing before the
backfill.

- Add VerbatimExtractedFact / VerbatimFactExtractionResponse models
- Verbatim mode skips causal-relations section (nothing to relate causally)
- _extract_facts_from_chunk: allow missing 'what' in verbatim mode,
  set combined_text="" (backfilled by _collapse_to_verbatim)
- Update verbatim prompt to say DO NOT include 'what'

* feat(retain): add index_only extraction mode

Zero-LLM retain mode: chunks are stored as-is with no LLM call, no
entity extraction, and no temporal indexing. Embeddings still run for
semantic search. User-provided entities via RetainContent.entities
are the sole source of entity data.

Early return placed before the batch-API check so no LLM queue or
concurrency locks are acquired.

- Add "index_only" to RETAIN_EXTRACTION_MODES
- Add _extract_facts_index_only() with pure Python chunking path
- Add to UI dropdown and update description
- Update configuration.md with index_only docs and table entry
- Add unit test asserting zero token usage and exact text preservation

* feat(retain): add named retain strategies

Allows mixing extraction modes in a single bank via named strategies.
Each strategy is a set of hierarchical config overrides (extraction_mode,
chunk_size, entity_labels, entities_allow_free_form, etc.) applied on
top of the resolved bank config at retain time.

- retain_strategies: dict of strategy_name → config overrides (bank config)
- retain_default_strategy: default strategy when none specified (bank config)
- strategy field on /retain request: per-call override
- apply_strategy() in config_resolver applies overrides via dataclasses.replace()
- strategy propagates through retain_batch_async → _retain_batch_async_internal
  and through the async worker task payload
- Any hierarchical field is overridable per strategy, including entity_labels
  and entities_allow_free_form
- Docs updated with strategy configuration example and RRF fairness note
- Unit test for apply_strategy covering overrides, unknown strategy, and
  non-hierarchical field filtering

* feat(retain): add per-item strategy and strategy tests

- Add `strategy` field to `MemoryItem` so individual items in a retain
  request can override the request-level strategy
- Add `strategy` field to `FileRetainMetadata` for per-file strategy
  override in file retain requests
- Group memory items by effective strategy in `api_retain`; each group
  is processed as a separate batch, results are aggregated
- Thread strategy through `submit_async_file_retain` →
  `_handle_file_convert_retain` → retain task payload
- Add `operation_ids` to `RetainResponse` for async requests with
  mixed per-item strategies
- Add `test_strategy_overrides_extraction_mode_for_index_only`: unit
  test verifying a named strategy with index_only bypasses the LLM
- Add `test_retain_request_per_item_strategy_field`: unit test for
  per-item strategy grouping logic

* feat(ui): add retain strategies and default strategy to bank config UI

- Add StrategiesEditor component: per-strategy cards with name input and
  JSON overrides textarea; supports add/remove; validates JSON inline
- Add Default Strategy text input (retain_default_strategy)
- Update RetainEdits type and retainSlice() to include both new fields
- Regenerate OpenAPI spec (retain_strategies, retain_default_strategy,
  per-item strategy on MemoryItem/FileRetainMetadata, operation_ids on
  RetainResponse)

* refactor(ui): move retain strategies into its own dedicated config section

* feat(ui): improve retain strategies UX and add strategy to document dialog

- Strategy form now includes entity section (free form toggle + entity labels editor)
- Default strategy selector moved outside tab panel, above strategy chips
- Strategy tabs redesigned with underline indicator style for clarity
- Remove strategy confirms with AlertDialog
- Fix tab re-render bug when typing strategy name (skipSyncRef)
- Add strategy field to Add New Document dialog (text + per-file for uploads)
- File upload collapsible uses same Document/Tags/Source tabbed layout
- API: validate empty strategy names in config_resolver
- api.ts: add strategy field to retain and uploadFiles types

* fix: forward strategy through HTTP layer and SDK; add integration test

- route.ts: extract and forward `strategy` from request body to retainBatch
- TypeScript SDK: accept and forward `strategy` in retainBatch options and per-item
- config_resolver.py: validate empty strategy name keys on update
- bank-config-view.tsx: merge entity fields into RetainStrategyForm, redesign strategy tabs with underline style, add confirmation dialog for removal, fix tab-reset-on-typing with skipSyncRef, move default strategy selector outside panel
- bank-selector.tsx: add strategy field to Add Document dialog (per-file in tabbed collapsible)
- test_retain.py: add end-to-end integration test verifying named strategy application (index_only = 0 LLM tokens)

* fix: regenerate TypeScript client with strategy field in RetainRequest/MemoryItem

- Regenerate OpenAPI spec to include strategy field in RetainRequest and MemoryItem
- Regenerate TypeScript client from updated spec
- Add strategy to MemoryItemInput interface
- Remove (item as any) cast now that strategy is properly typed

* rename: index_only extraction mode → chunks

* remove top-level strategy from RetainRequest; strategy is per-item only

* fix(clients): update Go and Python generated clients with strategy/operation_ids fields

* fix(ci): update hierarchical field count, add strategy to Rust MemoryItem initializers

* fix(go-client): minimal targeted YAML updates for strategy/operation_ids fields
2026-03-17 18:08:25 +01:00

460 lines
20 KiB
Python

"""
Command-line interface for Hindsight API.
Run the server with:
hindsight-api
Run as background daemon:
hindsight-api --daemon
Stop with Ctrl+C.
"""
import argparse
import asyncio
import atexit
import os
import signal
import sys
import warnings
import uvicorn
from . import MemoryEngine, __version__
from .api import create_app
from .banner import print_banner
from .config import DEFAULT_WORKERS, ENV_WORKERS, HindsightConfig, _get_raw_config
from .daemon import (
DEFAULT_DAEMON_PORT,
DEFAULT_IDLE_TIMEOUT,
IdleTimeoutMiddleware,
daemonize,
)
from .extensions import DefaultExtensionContext, OperationValidatorExtension, TenantExtension, load_extension
# Filter deprecation warnings from third-party libraries
warnings.filterwarnings("ignore", message="websockets.legacy is deprecated")
warnings.filterwarnings("ignore", message="websockets.server.WebSocketServerProtocol is deprecated")
# Disable tokenizers parallelism to avoid warnings
os.environ["TOKENIZERS_PARALLELISM"] = "false"
# Global reference for cleanup
_memory: MemoryEngine | None = None
def _cleanup():
"""Synchronous cleanup function to stop resources on exit."""
global _memory
if _memory is not None and _memory._pg0 is not None:
try:
loop = asyncio.new_event_loop()
loop.run_until_complete(_memory._pg0.stop())
loop.close()
print("\npg0 stopped.")
except Exception as e:
print(f"\nError stopping pg0: {e}")
def _signal_handler(signum, frame):
"""Handle SIGINT/SIGTERM to ensure cleanup."""
print(f"\nReceived signal {signum}, shutting down...")
_cleanup()
sys.exit(0)
def main():
"""Main entry point for the CLI."""
global _memory
# Load configuration from environment (for CLI args defaults)
config = _get_raw_config()
parser = argparse.ArgumentParser(
prog="hindsight-api",
description="Hindsight API Server",
)
# Server options
parser.add_argument(
"--host", default=config.host, help=f"Host to bind to (default: {config.host}, env: HINDSIGHT_API_HOST)"
)
parser.add_argument(
"--port",
type=int,
default=config.port,
help=f"Port to bind to (default: {config.port}, env: HINDSIGHT_API_PORT)",
)
parser.add_argument(
"--log-level",
default=config.log_level,
choices=["critical", "error", "warning", "info", "debug", "trace"],
help=f"Log level (default: {config.log_level}, env: HINDSIGHT_API_LOG_LEVEL)",
)
# Development options
parser.add_argument("--reload", action="store_true", help="Enable auto-reload on code changes (development only)")
parser.add_argument(
"--workers",
type=int,
default=int(os.getenv(ENV_WORKERS, str(DEFAULT_WORKERS))),
help=f"Number of worker processes (env: {ENV_WORKERS}, default: {DEFAULT_WORKERS})",
)
# Access log options
parser.add_argument("--access-log", action="store_true", help="Enable access log")
parser.add_argument("--no-access-log", dest="access_log", action="store_false", help="Disable access log (default)")
parser.set_defaults(access_log=False)
# Proxy options
parser.add_argument(
"--proxy-headers", action="store_true", help="Enable X-Forwarded-Proto, X-Forwarded-For headers"
)
parser.add_argument(
"--forwarded-allow-ips", default=None, help="Comma separated list of IPs to trust with proxy headers"
)
# SSL options
parser.add_argument("--ssl-keyfile", default=None, help="SSL key file")
parser.add_argument("--ssl-certfile", default=None, help="SSL certificate file")
# Daemon mode options
parser.add_argument(
"--daemon",
action="store_true",
help=f"Run as background daemon (uses port {DEFAULT_DAEMON_PORT}, auto-exits after idle)",
)
parser.add_argument(
"--idle-timeout",
type=int,
default=DEFAULT_IDLE_TIMEOUT,
help=f"Idle timeout in seconds before auto-exit in daemon mode (default: {DEFAULT_IDLE_TIMEOUT})",
)
args = parser.parse_args()
# Daemon mode handling
if args.daemon:
# Use port from args (may be custom for profiles)
if args.port == config.port: # No custom port specified
args.port = DEFAULT_DAEMON_PORT
args.host = "127.0.0.1" # Only bind to localhost for security
# Fork into background
# No lockfile needed - port binding prevents duplicate daemons
daemonize()
# Print banner (not in daemon mode)
if not args.daemon:
print()
print_banner()
# Configure Python logging based on log level
# Update config with CLI override if provided
if args.log_level != config.log_level:
config = HindsightConfig(
database_url=config.database_url,
database_schema=config.database_schema,
vector_extension=config.vector_extension,
text_search_extension=config.text_search_extension,
llm_provider=config.llm_provider,
llm_api_key=config.llm_api_key,
llm_model=config.llm_model,
llm_base_url=config.llm_base_url,
llm_max_concurrent=config.llm_max_concurrent,
llm_max_retries=config.llm_max_retries,
llm_initial_backoff=config.llm_initial_backoff,
llm_max_backoff=config.llm_max_backoff,
llm_timeout=config.llm_timeout,
llm_groq_service_tier=config.llm_groq_service_tier,
llm_openai_service_tier=config.llm_openai_service_tier,
llm_vertexai_project_id=config.llm_vertexai_project_id,
llm_vertexai_region=config.llm_vertexai_region,
llm_vertexai_service_account_key=config.llm_vertexai_service_account_key,
llm_gemini_safety_settings=config.llm_gemini_safety_settings,
retain_llm_provider=config.retain_llm_provider,
retain_llm_api_key=config.retain_llm_api_key,
retain_llm_model=config.retain_llm_model,
retain_llm_base_url=config.retain_llm_base_url,
retain_llm_max_concurrent=config.retain_llm_max_concurrent,
retain_llm_max_retries=config.retain_llm_max_retries,
retain_llm_initial_backoff=config.retain_llm_initial_backoff,
retain_llm_max_backoff=config.retain_llm_max_backoff,
retain_llm_timeout=config.retain_llm_timeout,
reflect_llm_provider=config.reflect_llm_provider,
reflect_llm_api_key=config.reflect_llm_api_key,
reflect_llm_model=config.reflect_llm_model,
reflect_llm_base_url=config.reflect_llm_base_url,
reflect_llm_max_concurrent=config.reflect_llm_max_concurrent,
reflect_llm_max_retries=config.reflect_llm_max_retries,
reflect_llm_initial_backoff=config.reflect_llm_initial_backoff,
reflect_llm_max_backoff=config.reflect_llm_max_backoff,
reflect_llm_timeout=config.reflect_llm_timeout,
consolidation_llm_provider=config.consolidation_llm_provider,
consolidation_llm_api_key=config.consolidation_llm_api_key,
consolidation_llm_model=config.consolidation_llm_model,
consolidation_llm_base_url=config.consolidation_llm_base_url,
consolidation_llm_max_concurrent=config.consolidation_llm_max_concurrent,
consolidation_llm_max_retries=config.consolidation_llm_max_retries,
consolidation_llm_initial_backoff=config.consolidation_llm_initial_backoff,
consolidation_llm_max_backoff=config.consolidation_llm_max_backoff,
consolidation_llm_timeout=config.consolidation_llm_timeout,
embeddings_provider=config.embeddings_provider,
embeddings_local_model=config.embeddings_local_model,
embeddings_local_force_cpu=config.embeddings_local_force_cpu,
embeddings_local_trust_remote_code=config.embeddings_local_trust_remote_code,
embeddings_tei_url=config.embeddings_tei_url,
embeddings_openai_base_url=config.embeddings_openai_base_url,
embeddings_cohere_api_key=config.embeddings_cohere_api_key,
embeddings_cohere_model=config.embeddings_cohere_model,
embeddings_cohere_base_url=config.embeddings_cohere_base_url,
embeddings_litellm_api_base=config.embeddings_litellm_api_base,
embeddings_litellm_api_key=config.embeddings_litellm_api_key,
embeddings_litellm_model=config.embeddings_litellm_model,
embeddings_litellm_sdk_api_key=config.embeddings_litellm_sdk_api_key,
embeddings_litellm_sdk_model=config.embeddings_litellm_sdk_model,
embeddings_litellm_sdk_api_base=config.embeddings_litellm_sdk_api_base,
reranker_provider=config.reranker_provider,
reranker_local_model=config.reranker_local_model,
reranker_local_force_cpu=config.reranker_local_force_cpu,
reranker_local_max_concurrent=config.reranker_local_max_concurrent,
reranker_local_trust_remote_code=config.reranker_local_trust_remote_code,
reranker_local_fp16=config.reranker_local_fp16,
reranker_local_bucket_batching=config.reranker_local_bucket_batching,
reranker_local_batch_size=config.reranker_local_batch_size,
reranker_tei_url=config.reranker_tei_url,
reranker_tei_batch_size=config.reranker_tei_batch_size,
reranker_tei_max_concurrent=config.reranker_tei_max_concurrent,
reranker_max_candidates=config.reranker_max_candidates,
reranker_cohere_api_key=config.reranker_cohere_api_key,
reranker_cohere_model=config.reranker_cohere_model,
reranker_cohere_base_url=config.reranker_cohere_base_url,
reranker_litellm_api_base=config.reranker_litellm_api_base,
reranker_litellm_api_key=config.reranker_litellm_api_key,
reranker_litellm_model=config.reranker_litellm_model,
reranker_litellm_max_tokens_per_doc=config.reranker_litellm_max_tokens_per_doc,
reranker_litellm_sdk_api_key=config.reranker_litellm_sdk_api_key,
reranker_litellm_sdk_model=config.reranker_litellm_sdk_model,
reranker_litellm_sdk_api_base=config.reranker_litellm_sdk_api_base,
reranker_zeroentropy_api_key=config.reranker_zeroentropy_api_key,
reranker_zeroentropy_model=config.reranker_zeroentropy_model,
host=args.host,
port=args.port,
base_path=config.base_path,
log_level=args.log_level,
log_format=config.log_format,
mcp_enabled=config.mcp_enabled,
mcp_enabled_tools=config.mcp_enabled_tools,
enable_bank_config_api=config.enable_bank_config_api,
graph_retriever=config.graph_retriever,
mpfp_top_k_neighbors=config.mpfp_top_k_neighbors,
recall_max_concurrent=config.recall_max_concurrent,
recall_connection_budget=config.recall_connection_budget,
recall_max_query_tokens=config.recall_max_query_tokens,
retain_max_completion_tokens=config.retain_max_completion_tokens,
retain_chunk_size=config.retain_chunk_size,
retain_extract_causal_links=config.retain_extract_causal_links,
retain_extraction_mode=config.retain_extraction_mode,
retain_mission=config.retain_mission,
retain_custom_instructions=config.retain_custom_instructions,
retain_default_strategy=config.retain_default_strategy,
retain_strategies=config.retain_strategies,
retain_batch_tokens=config.retain_batch_tokens,
retain_entity_lookup=config.retain_entity_lookup,
retain_batch_enabled=config.retain_batch_enabled,
retain_batch_poll_interval_seconds=config.retain_batch_poll_interval_seconds,
file_storage_type=config.file_storage_type,
file_storage_s3_bucket=config.file_storage_s3_bucket,
file_storage_s3_region=config.file_storage_s3_region,
file_storage_s3_endpoint=config.file_storage_s3_endpoint,
file_storage_s3_access_key_id=config.file_storage_s3_access_key_id,
file_storage_s3_secret_access_key=config.file_storage_s3_secret_access_key,
file_storage_gcs_bucket=config.file_storage_gcs_bucket,
file_storage_gcs_service_account_key=config.file_storage_gcs_service_account_key,
file_storage_azure_container=config.file_storage_azure_container,
file_storage_azure_account_name=config.file_storage_azure_account_name,
file_storage_azure_account_key=config.file_storage_azure_account_key,
file_parser=config.file_parser,
file_parser_allowlist=config.file_parser_allowlist,
file_parser_iris_token=config.file_parser_iris_token,
file_parser_iris_org_id=config.file_parser_iris_org_id,
file_conversion_max_batch_size_mb=config.file_conversion_max_batch_size_mb,
file_conversion_max_batch_size=config.file_conversion_max_batch_size,
enable_file_upload_api=config.enable_file_upload_api,
file_delete_after_retain=config.file_delete_after_retain,
enable_observations=config.enable_observations,
enable_observation_history=config.enable_observation_history,
enable_mental_model_history=config.enable_mental_model_history,
consolidation_batch_size=config.consolidation_batch_size,
consolidation_llm_batch_size=config.consolidation_llm_batch_size,
consolidation_max_tokens=config.consolidation_max_tokens,
consolidation_source_facts_max_tokens=config.consolidation_source_facts_max_tokens,
consolidation_source_facts_max_tokens_per_observation=config.consolidation_source_facts_max_tokens_per_observation,
observations_mission=config.observations_mission,
entity_labels=config.entity_labels,
entities_allow_free_form=config.entities_allow_free_form,
skip_llm_verification=config.skip_llm_verification,
lazy_reranker=config.lazy_reranker,
run_migrations_on_startup=config.run_migrations_on_startup,
db_pool_min_size=config.db_pool_min_size,
db_pool_max_size=config.db_pool_max_size,
db_command_timeout=config.db_command_timeout,
db_acquire_timeout=config.db_acquire_timeout,
worker_enabled=config.worker_enabled,
worker_id=config.worker_id,
worker_poll_interval_ms=config.worker_poll_interval_ms,
worker_max_retries=config.worker_max_retries,
worker_http_port=config.worker_http_port,
worker_max_slots=config.worker_max_slots,
worker_consolidation_max_slots=config.worker_consolidation_max_slots,
reflect_max_iterations=config.reflect_max_iterations,
reflect_max_context_tokens=config.reflect_max_context_tokens,
reflect_mission=config.reflect_mission,
disposition_skepticism=config.disposition_skepticism,
disposition_literalism=config.disposition_literalism,
disposition_empathy=config.disposition_empathy,
mental_model_refresh_concurrency=config.mental_model_refresh_concurrency,
otel_traces_enabled=config.otel_traces_enabled,
otel_exporter_otlp_endpoint=config.otel_exporter_otlp_endpoint,
otel_exporter_otlp_headers=config.otel_exporter_otlp_headers,
otel_service_name=config.otel_service_name,
otel_deployment_environment=config.otel_deployment_environment,
webhook_url=config.webhook_url,
webhook_secret=config.webhook_secret,
webhook_event_types=config.webhook_event_types,
webhook_delivery_poll_interval_seconds=config.webhook_delivery_poll_interval_seconds,
)
config.configure_logging()
if not args.daemon:
config.log_config()
# Register cleanup handlers
atexit.register(_cleanup)
signal.signal(signal.SIGINT, _signal_handler)
signal.signal(signal.SIGTERM, _signal_handler)
# Load operation validator extension if configured
operation_validator = load_extension("OPERATION_VALIDATOR", OperationValidatorExtension)
if operation_validator:
import logging
logging.info(f"Loaded operation validator: {operation_validator.__class__.__name__}")
# Load tenant extension if configured
tenant_extension = load_extension("TENANT", TenantExtension)
if tenant_extension:
import logging
logging.info(f"Loaded tenant extension: {tenant_extension.__class__.__name__}")
# Create MemoryEngine (reads configuration from environment)
_memory = MemoryEngine(
operation_validator=operation_validator,
tenant_extension=tenant_extension,
run_migrations=config.run_migrations_on_startup,
)
# Set extension context on tenant extension (needed for schema provisioning)
if tenant_extension:
extension_context = DefaultExtensionContext(
database_url=config.database_url,
memory_engine=_memory,
)
tenant_extension.set_context(extension_context)
logging.info("Extension context set on tenant extension")
# Create FastAPI app
app = create_app(
memory=_memory,
http_api_enabled=True,
mcp_api_enabled=config.mcp_enabled,
mcp_mount_path="/mcp",
initialize_memory=True,
)
# Wrap with idle timeout middleware in daemon mode
idle_middleware = None
if args.daemon:
idle_middleware = IdleTimeoutMiddleware(app, idle_timeout=args.idle_timeout)
app = idle_middleware
# Prepare uvicorn config
# When using workers or reload, we must use import string so each worker can import the app
use_import_string = args.workers > 1 or args.reload
# Check for uvloop availability
try:
import uvloop # noqa: F401
loop_impl = "uvloop"
print("uvloop available, will use for event loop")
except ImportError:
loop_impl = "asyncio"
print("uvloop not installed, using default asyncio event loop")
uvicorn_config = {
"app": "hindsight_api.server:app" if use_import_string else app,
"host": args.host,
"port": args.port,
"log_level": args.log_level,
"access_log": args.access_log,
"proxy_headers": args.proxy_headers,
"ws": "wsproto", # Use wsproto instead of websockets to avoid deprecation warnings
"loop": loop_impl, # Explicitly set event loop implementation
"timeout_keep_alive": 30, # Exceed aiohttp's 15s client timeout so the client always closes first
"timeout_graceful_shutdown": 5, # Cap graceful shutdown at 5s; also enables force-kill on second Ctrl+C
}
# Add optional parameters if provided
if args.reload:
uvicorn_config["reload"] = True
if args.workers > 1:
uvicorn_config["workers"] = args.workers
if args.forwarded_allow_ips:
uvicorn_config["forwarded_allow_ips"] = args.forwarded_allow_ips
if args.ssl_keyfile:
uvicorn_config["ssl_keyfile"] = args.ssl_keyfile
if args.ssl_certfile:
uvicorn_config["ssl_certfile"] = args.ssl_certfile
# Print startup info (not in daemon mode)
if not args.daemon:
from .banner import print_startup_info
print_startup_info(
host=args.host,
port=args.port,
database_url=config.database_url,
llm_provider=config.llm_provider,
llm_model=config.llm_model,
embeddings_provider=config.embeddings_provider,
reranker_provider=config.reranker_provider,
mcp_enabled=config.mcp_enabled,
version=__version__,
vector_extension=config.vector_extension,
text_search_extension=config.text_search_extension,
)
# Start idle checker in daemon mode
if idle_middleware is not None:
# Start the idle checker in a background thread with its own event loop
import logging
import threading
def run_idle_checker():
import time
time.sleep(2) # Wait for uvicorn to start
try:
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
loop.run_until_complete(idle_middleware._check_idle())
except Exception as e:
logging.error(f"Idle checker error: {e}", exc_info=True)
threading.Thread(target=run_idle_checker, daemon=True).start()
uvicorn.run(**uvicorn_config)
if __name__ == "__main__":
main()