Database Concurrency Optimizations (#80)
* fix: increase db pool limit and optimize crud requests * fix: Sentry tracing and fly concurrency * feat: Add alembic and indexes
This commit is contained in:
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@ -7,6 +7,11 @@ and this project adheres to [Semantic Versioning](http://semver.org/).
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## [0.0.15]
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### Added
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- Alembic for handling database migrations
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- Additional indexes for reading Messages and Metamessages
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### Fixed
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- Dialectic Streaming Endpoint properly sends text in `StreamingResponse`
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@ -0,0 +1,117 @@
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# A generic, single database configuration.
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[alembic]
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# path to migration scripts
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# Use forward slashes (/) also on windows to provide an os agnostic path
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script_location = migrations
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# template used to generate migration file names; The default value is %%(rev)s_%%(slug)s
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# Uncomment the line below if you want the files to be prepended with date and time
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# see https://alembic.sqlalchemy.org/en/latest/tutorial.html#editing-the-ini-file
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# for all available tokens
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# file_template = %%(year)d_%%(month).2d_%%(day).2d_%%(hour).2d%%(minute).2d-%%(rev)s_%%(slug)s
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# sys.path path, will be prepended to sys.path if present.
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# defaults to the current working directory.
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prepend_sys_path = .
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# timezone to use when rendering the date within the migration file
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# as well as the filename.
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# If specified, requires the python>=3.9 or backports.zoneinfo library.
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# Any required deps can installed by adding `alembic[tz]` to the pip requirements
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# string value is passed to ZoneInfo()
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# leave blank for localtime
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# timezone =
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# max length of characters to apply to the "slug" field
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# truncate_slug_length = 40
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# set to 'true' to run the environment during
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# the 'revision' command, regardless of autogenerate
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# revision_environment = false
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# set to 'true' to allow .pyc and .pyo files without
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# a source .py file to be detected as revisions in the
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# versions/ directory
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# sourceless = false
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# version location specification; This defaults
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# to migrations/versions. When using multiple version
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# directories, initial revisions must be specified with --version-path.
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# The path separator used here should be the separator specified by "version_path_separator" below.
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# version_locations = %(here)s/bar:%(here)s/bat:migrations/versions
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# version path separator; As mentioned above, this is the character used to split
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# version_locations. The default within new alembic.ini files is "os", which uses os.pathsep.
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# If this key is omitted entirely, it falls back to the legacy behavior of splitting on spaces and/or commas.
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# Valid values for version_path_separator are:
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#
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# version_path_separator = :
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# version_path_separator = ;
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# version_path_separator = space
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# version_path_separator = newline
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version_path_separator = os # Use os.pathsep. Default configuration used for new projects.
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# set to 'true' to search source files recursively
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# in each "version_locations" directory
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# new in Alembic version 1.10
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# recursive_version_locations = false
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# the output encoding used when revision files
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# are written from script.py.mako
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# output_encoding = utf-8
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sqlalchemy.url = driver://user:pass@localhost/dbname
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[post_write_hooks]
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# post_write_hooks defines scripts or Python functions that are run
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# on newly generated revision scripts. See the documentation for further
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# detail and examples
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# format using "black" - use the console_scripts runner, against the "black" entrypoint
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# hooks = black
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# black.type = console_scripts
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# black.entrypoint = black
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# black.options = -l 79 REVISION_SCRIPT_FILENAME
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# lint with attempts to fix using "ruff" - use the exec runner, execute a binary
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# hooks = ruff
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# ruff.type = exec
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# ruff.executable = %(here)s/.venv/bin/ruff
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# ruff.options = --fix REVISION_SCRIPT_FILENAME
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# Logging configuration
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[loggers]
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keys = root,sqlalchemy,alembic
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[handlers]
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keys = console
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[formatters]
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keys = generic
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[logger_root]
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level = WARNING
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handlers = console
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qualname =
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[logger_sqlalchemy]
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level = WARNING
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handlers =
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qualname = sqlalchemy.engine
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[logger_alembic]
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level = INFO
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handlers =
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qualname = alembic
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[handler_console]
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class = StreamHandler
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args = (sys.stderr,)
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level = NOTSET
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formatter = generic
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[formatter_generic]
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format = %(levelname)-5.5s [%(name)s] %(message)s
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datefmt = %H:%M:%S
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6
fly.toml
6
fly.toml
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@ -15,13 +15,13 @@ kill_timeout = '5s'
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internal_port = 8000
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auto_stop_machines = 'off'
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auto_start_machines = true
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min_machines_running = 1
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min_machines_running = 3
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processes = ['api']
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[http_service.concurrency]
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type = 'requests'
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hard_limit = 250
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soft_limit = 200
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hard_limit = 50
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soft_limit = 20
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[[vm]]
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memory = '512mb'
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@ -0,0 +1 @@
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Generic single-database configuration.
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@ -0,0 +1,95 @@
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import os
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import sys
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from logging.config import fileConfig
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from pathlib import Path
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from alembic import context
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from dotenv import load_dotenv
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from sqlalchemy import engine_from_config, pool
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# Import your models
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from src.db import Base
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# Add project root to Python path
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sys.path.append(str(Path(__file__).parents[1]))
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# Load environment variables
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load_dotenv()
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# this is the Alembic Config object, which provides
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# access to the values within the .ini file in use.
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config = context.config
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# Interpret the config file for Python logging.
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# This line sets up loggers basically.
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if config.config_file_name is not None:
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fileConfig(config.config_file_name, disable_existing_loggers=False)
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# add your model's MetaData object here
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# for 'autogenerate' support
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# from myapp import mymodel
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# target_metadata = mymodel.Base.metadata
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target_metadata = Base.metadata
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# other values from the config, defined by the needs of env.py,
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# can be acquired:
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# my_important_option = config.get_main_option("my_important_option")
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# ... etc.
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def get_url():
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return os.getenv("CONNECTION_URI")
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def run_migrations_offline() -> None:
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"""Run migrations in 'offline' mode.
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This configures the context with just a URL
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and not an Engine, though an Engine is acceptable
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here as well. By skipping the Engine creation
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we don't even need a DBAPI to be available.
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Calls to context.execute() here emit the given string to the
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script output.
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"""
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# url = config.get_main_option("sqlalchemy.url")
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url = get_url()
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context.configure(
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url=url,
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target_metadata=target_metadata,
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literal_binds=True,
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dialect_opts={"paramstyle": "named"},
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)
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with context.begin_transaction():
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context.run_migrations()
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def run_migrations_online() -> None:
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"""Run migrations in 'online' mode.
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In this scenario we need to create an Engine
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and associate a connection with the context.
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"""
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configuration = config.get_section(config.config_ini_section)
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configuration["sqlalchemy.url"] = get_url()
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connectable = engine_from_config(
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configuration,
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prefix="sqlalchemy.",
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poolclass=pool.NullPool,
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)
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with connectable.connect() as connection:
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context.configure(connection=connection, target_metadata=target_metadata)
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with context.begin_transaction():
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context.run_migrations()
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if context.is_offline_mode():
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run_migrations_offline()
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else:
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run_migrations_online()
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@ -0,0 +1,26 @@
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"""${message}
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Revision ID: ${up_revision}
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Revises: ${down_revision | comma,n}
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Create Date: ${create_date}
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"""
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from typing import Sequence, Union
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from alembic import op
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import sqlalchemy as sa
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${imports if imports else ""}
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# revision identifiers, used by Alembic.
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revision: str = ${repr(up_revision)}
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down_revision: Union[str, None] = ${repr(down_revision)}
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branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)}
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depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)}
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def upgrade() -> None:
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${upgrades if upgrades else "pass"}
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def downgrade() -> None:
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${downgrades if downgrades else "pass"}
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@ -0,0 +1,60 @@
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"""Add indexes for messages and metamessages for reads
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Revision ID: c3828084f472
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Revises:
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Create Date: 2024-12-12 13:41:40.156095
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"""
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from typing import Sequence, Union
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import sqlalchemy as sa
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from sqlalchemy import text
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from alembic import op
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from sqlalchemy.dialects import postgresql
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# revision identifiers, used by Alembic.
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revision: str = "c3828084f472"
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down_revision: Union[str, None] = None
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branch_labels: Union[str, Sequence[str], None] = None
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depends_on: Union[str, Sequence[str], None] = None
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def upgrade() -> None:
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# Add new indexes
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op.create_index("idx_users_app_lookup", "users", ["app_id", "public_id"])
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op.create_index("idx_sessions_user_lookup", "sessions", ["user_id", "public_id"])
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op.create_index(
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"idx_messages_session_lookup",
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"messages",
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["session_id", "id"],
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postgresql_include=[
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"public_id",
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"is_user",
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"content",
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"metadata",
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"created_at",
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],
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)
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op.create_index(
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"idx_metamessages_lookup",
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"metamessages",
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["metamessage_type", sa.text("id DESC")],
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postgresql_include=[
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"public_id",
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"content",
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"message_id",
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"created_at",
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"metadata",
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],
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)
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def downgrade() -> None:
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# Remove new indexes
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op.drop_index("idx_users_app_lookup", table_name="users")
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op.drop_index("idx_sessions_user_lookup", table_name="sessions")
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op.drop_index("idx_messages_session_lookup", table_name="messages")
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op.drop_index("idx_metamessages_lookup", table_name="metamessages")
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@ -13,7 +13,7 @@ dependencies = [
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"sqlalchemy>=2.0.30",
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"fastapi-pagination>=0.12.24",
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"pgvector>=0.2.5",
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"sentry-sdk[fastapi,sqlalchemy]>=2.3.1",
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"sentry-sdk[fastapi,sqlalchemy,anthropic]>=2.3.1",
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"greenlet>=3.0.3",
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"psycopg[binary]>=3.1.19",
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"httpx>=0.27.0",
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@ -21,6 +21,7 @@ dependencies = [
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"openai>=1.43.0",
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"anthropic>=0.36.0",
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"nanoid>=2.0.0",
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"alembic>=1.14.0",
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]
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[tool.uv]
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dev-dependencies = [
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80
src/agent.py
80
src/agent.py
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@ -2,8 +2,10 @@ import asyncio
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import os
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from collections.abc import Iterable
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import sentry_sdk
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from anthropic import Anthropic, MessageStreamManager
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from dotenv import load_dotenv
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from sentry_sdk.ai.monitoring import ai_track
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from sqlalchemy import select
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from sqlalchemy.ext.asyncio import AsyncSession
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@ -37,45 +39,53 @@ class Dialectic:
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self.chat_history = chat_history
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self.client = Anthropic(api_key=os.getenv("ANTHROPIC_API_KEY"))
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@ai_track("Dialectic Call")
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def call(self):
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prompt = f"""
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You are tasked with responding to the query based on the context provided.
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<query>{self.agent_input}</query>
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<context>{self.user_representation}</context>
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<conversation_history>{self.chat_history}</conversation_history>
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Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return only the word "None".
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"""
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with sentry_sdk.start_transaction(
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op="dialectic-inference", name="Dialectic API Response"
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):
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prompt = f"""
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You are tasked with responding to the query based on the context provided.
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<query>{self.agent_input}</query>
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<context>{self.user_representation}</context>
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<conversation_history>{self.chat_history}</conversation_history>
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Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return only the word "None".
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"""
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response = self.client.messages.create(
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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model="claude-3-5-sonnet-20240620",
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max_tokens=300,
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)
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return response.content
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response = self.client.messages.create(
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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model="claude-3-5-sonnet-20240620",
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max_tokens=300,
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)
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return response.content
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@ai_track("Dialectic Call")
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def stream(self):
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prompt = f"""
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You are tasked with responding to the query based on the context provided.
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<query>{self.agent_input}</query>
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<context>{self.user_representation}</context>
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<conversation_history>{self.chat_history}</conversation_history>
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Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return only the word "None".
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"""
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return self.client.messages.stream(
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model="claude-3-5-sonnet-20240620",
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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max_tokens=300,
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)
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with sentry_sdk.start_transaction(
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op="dialectic-inference", name="Dialect API Response"
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):
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prompt = f"""
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You are tasked with responding to the query based on the context provided.
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<query>{self.agent_input}</query>
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<context>{self.user_representation}</context>
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<conversation_history>{self.chat_history}</conversation_history>
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Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return only the word "None".
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"""
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return self.client.messages.stream(
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model="claude-3-5-sonnet-20241022",
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messages=[
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{
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"role": "user",
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"content": prompt,
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}
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],
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max_tokens=300,
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)
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async def chat_history(app_id: str, user_id: str, session_id: str) -> str:
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28
src/crud.py
28
src/crud.py
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@ -1,4 +1,3 @@
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import datetime
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from collections.abc import Sequence
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from typing import Optional
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@ -7,6 +6,7 @@ from openai import OpenAI
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from sqlalchemy import Select, cast, insert, select
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from sqlalchemy.exc import IntegrityError
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from sqlalchemy.ext.asyncio import AsyncSession
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from sqlalchemy.sql import func
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from sqlalchemy.types import BigInteger
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from . import models, schemas
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@ -128,9 +128,9 @@ async def get_users(
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stmt = stmt.where(models.User.h_metadata.contains(filter))
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if reverse:
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stmt = stmt.order_by(models.User.created_at.desc())
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stmt = stmt.order_by(models.User.id.desc())
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else:
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stmt = stmt.order_by(models.User.created_at)
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stmt = stmt.order_by(models.User.id)
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return stmt
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@ -205,9 +205,9 @@ async def get_sessions(
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stmt = stmt.where(models.Session.h_metadata.contains(filter))
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if reverse:
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stmt = stmt.order_by(models.Session.created_at.desc())
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stmt = stmt.order_by(models.Session.id.desc())
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else:
|
||||
stmt = stmt.order_by(models.Session.created_at)
|
||||
stmt = stmt.order_by(models.Session.id)
|
||||
|
||||
return stmt
|
||||
|
||||
|
|
@ -443,9 +443,9 @@ async def get_messages(
|
|||
stmt = stmt.where(models.Message.h_metadata.contains(filter))
|
||||
|
||||
if reverse:
|
||||
stmt = stmt.order_by(models.Message.created_at.desc())
|
||||
stmt = stmt.order_by(models.Message.id.desc())
|
||||
else:
|
||||
stmt = stmt.order_by(models.Message.created_at)
|
||||
stmt = stmt.order_by(models.Message.id)
|
||||
|
||||
return stmt
|
||||
|
||||
|
|
@ -561,9 +561,9 @@ async def get_metamessages(
|
|||
stmt = stmt.where(models.Metamessage.h_metadata.contains(filter))
|
||||
|
||||
if reverse:
|
||||
stmt = stmt.order_by(models.Metamessage.created_at.desc())
|
||||
stmt = stmt.order_by(models.Metamessage.id.desc())
|
||||
else:
|
||||
stmt = stmt.order_by(models.Metamessage.created_at)
|
||||
stmt = stmt.order_by(models.Metamessage.id)
|
||||
|
||||
return stmt
|
||||
|
||||
|
|
@ -647,9 +647,9 @@ async def get_collections(
|
|||
stmt = stmt.where(models.Collection.h_metadata.contains(filter))
|
||||
|
||||
if reverse:
|
||||
stmt = stmt.order_by(models.Collection.created_at.desc())
|
||||
stmt = stmt.order_by(models.Collection.id.desc())
|
||||
else:
|
||||
stmt = stmt.order_by(models.Collection.created_at)
|
||||
stmt = stmt.order_by(models.Collection.id)
|
||||
|
||||
return stmt
|
||||
|
||||
|
|
@ -784,9 +784,9 @@ async def get_documents(
|
|||
stmt = stmt.where(models.Document.h_metadata.contains(filter))
|
||||
|
||||
if reverse:
|
||||
stmt = stmt.order_by(models.Document.created_at.desc())
|
||||
stmt = stmt.order_by(models.Document.id.desc())
|
||||
else:
|
||||
stmt = stmt.order_by(models.Document.created_at)
|
||||
stmt = stmt.order_by(models.Document.id)
|
||||
|
||||
return stmt
|
||||
|
||||
|
|
@ -906,7 +906,7 @@ async def update_document(
|
|||
)
|
||||
embedding = response.data[0].embedding
|
||||
honcho_document.embedding = embedding
|
||||
honcho_document.created_at = datetime.datetime.utcnow()
|
||||
honcho_document.created_at = func.now()
|
||||
|
||||
if document.metadata is not None:
|
||||
honcho_document.h_metadata = document.metadata
|
||||
|
|
|
|||
21
src/db.py
21
src/db.py
|
|
@ -1,7 +1,9 @@
|
|||
import os
|
||||
|
||||
from alembic import command
|
||||
from alembic.config import Config
|
||||
from dotenv import load_dotenv
|
||||
from sqlalchemy import MetaData, create_engine
|
||||
from sqlalchemy import MetaData
|
||||
from sqlalchemy.ext.asyncio import async_sessionmaker, create_async_engine
|
||||
from sqlalchemy.orm import declarative_base
|
||||
|
||||
|
|
@ -21,10 +23,15 @@ engine = create_async_engine(
|
|||
connect_args=connect_args,
|
||||
echo=True,
|
||||
pool_pre_ping=True,
|
||||
pool_size=20,
|
||||
max_overflow=50,
|
||||
)
|
||||
|
||||
SessionLocal = async_sessionmaker(
|
||||
autocommit=False, autoflush=False, expire_on_commit=False, bind=engine
|
||||
autocommit=False,
|
||||
autoflush=False,
|
||||
expire_on_commit=False,
|
||||
bind=engine,
|
||||
)
|
||||
|
||||
table_schema = os.getenv("DATABASE_SCHEMA")
|
||||
|
|
@ -38,11 +45,5 @@ def scaffold_db():
|
|||
"""use a sync engine for scaffolding the database. ddl operations are unavailable
|
||||
with async engines
|
||||
"""
|
||||
print(os.environ["CONNECTION_URI"])
|
||||
engine = create_engine(
|
||||
os.environ["CONNECTION_URI"],
|
||||
pool_pre_ping=True,
|
||||
echo=True,
|
||||
)
|
||||
Base.metadata.create_all(bind=engine)
|
||||
engine.dispose()
|
||||
alembic_cfg = Config("alembic.ini")
|
||||
command.upgrade(alembic_cfg, "head")
|
||||
|
|
|
|||
File diff suppressed because one or more lines are too long
10
src/main.py
10
src/main.py
|
|
@ -5,6 +5,8 @@ import sentry_sdk
|
|||
from fastapi import APIRouter, FastAPI
|
||||
from fastapi.middleware.cors import CORSMiddleware
|
||||
from fastapi_pagination import add_pagination
|
||||
from sentry_sdk.integrations.fastapi import FastApiIntegration
|
||||
from sentry_sdk.integrations.starlette import StarletteIntegration
|
||||
|
||||
from src.routers import (
|
||||
apps,
|
||||
|
|
@ -27,6 +29,14 @@ if SENTRY_ENABLED:
|
|||
enable_tracing=True,
|
||||
traces_sample_rate=0.4,
|
||||
profiles_sample_rate=0.4,
|
||||
integrations=[
|
||||
StarletteIntegration(
|
||||
transaction_style="endpoint",
|
||||
),
|
||||
FastApiIntegration(
|
||||
transaction_style="endpoint",
|
||||
),
|
||||
],
|
||||
)
|
||||
|
||||
|
||||
|
|
|
|||
|
|
@ -50,7 +50,6 @@ async def create_app(app: schemas.AppCreate, db=db):
|
|||
@router.get("/get_or_create/{name}", response_model=schemas.App)
|
||||
async def get_or_create_app(name: str, db=db):
|
||||
"""Get or Create an App"""
|
||||
print("name", name)
|
||||
app = await crud.get_app_by_name(db=db, name=name)
|
||||
if app is None:
|
||||
app = await create_app(db=db, app=schemas.AppCreate(name=name))
|
||||
|
|
|
|||
37
uv.lock
37
uv.lock
|
|
@ -5,6 +5,20 @@ resolution-markers = [
|
|||
"python_full_version >= '3.13'",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "alembic"
|
||||
version = "1.14.0"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "mako" },
|
||||
{ name = "sqlalchemy" },
|
||||
{ name = "typing-extensions" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/00/1e/8cb8900ba1b6360431e46fb7a89922916d3a1b017a8908a7c0499cc7e5f6/alembic-1.14.0.tar.gz", hash = "sha256:b00892b53b3642d0b8dbedba234dbf1924b69be83a9a769d5a624b01094e304b", size = 1916172 }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/cb/06/8b505aea3d77021b18dcbd8133aa1418f1a1e37e432a465b14c46b2c0eaa/alembic-1.14.0-py3-none-any.whl", hash = "sha256:99bd884ca390466db5e27ffccff1d179ec5c05c965cfefc0607e69f9e411cb25", size = 233482 },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "annotated-types"
|
||||
version = "0.7.0"
|
||||
|
|
@ -425,9 +439,10 @@ wheels = [
|
|||
|
||||
[[package]]
|
||||
name = "honcho"
|
||||
version = "0.0.14"
|
||||
version = "0.0.15"
|
||||
source = { virtual = "." }
|
||||
dependencies = [
|
||||
{ name = "alembic" },
|
||||
{ name = "anthropic" },
|
||||
{ name = "fastapi", extra = ["standard"] },
|
||||
{ name = "fastapi-pagination" },
|
||||
|
|
@ -439,7 +454,7 @@ dependencies = [
|
|||
{ name = "psycopg", extra = ["binary"] },
|
||||
{ name = "python-dotenv" },
|
||||
{ name = "rich" },
|
||||
{ name = "sentry-sdk", extra = ["fastapi", "sqlalchemy"] },
|
||||
{ name = "sentry-sdk", extra = ["anthropic", "fastapi", "sqlalchemy"] },
|
||||
{ name = "sqlalchemy" },
|
||||
]
|
||||
|
||||
|
|
@ -455,6 +470,7 @@ dev = [
|
|||
|
||||
[package.metadata]
|
||||
requires-dist = [
|
||||
{ name = "alembic", specifier = ">=1.14.0" },
|
||||
{ name = "anthropic", specifier = ">=0.36.0" },
|
||||
{ name = "fastapi", extras = ["standard"], specifier = ">=0.111.0" },
|
||||
{ name = "fastapi-pagination", specifier = ">=0.12.24" },
|
||||
|
|
@ -466,7 +482,7 @@ requires-dist = [
|
|||
{ name = "psycopg", extras = ["binary"], specifier = ">=3.1.19" },
|
||||
{ name = "python-dotenv", specifier = ">=1.0.0" },
|
||||
{ name = "rich", specifier = ">=13.7.1" },
|
||||
{ name = "sentry-sdk", extras = ["fastapi", "sqlalchemy"], specifier = ">=2.3.1" },
|
||||
{ name = "sentry-sdk", extras = ["fastapi", "sqlalchemy", "anthropic"], specifier = ">=2.3.1" },
|
||||
{ name = "sqlalchemy", specifier = ">=2.0.30" },
|
||||
]
|
||||
|
||||
|
|
@ -685,6 +701,18 @@ wheels = [
|
|||
{ url = "https://files.pythonhosted.org/packages/b4/ee/6d9873144f860391fd1130be0e1e5a1dbd7e9d128da1c7baf1ae71babb99/jiter-0.6.1-cp39-none-win_amd64.whl", hash = "sha256:d465db62d2d10b489b7e7a33027c4ae3a64374425d757e963f86df5b5f2e7fc5", size = 202278 },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "mako"
|
||||
version = "1.3.8"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "markupsafe" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/5f/d9/8518279534ed7dace1795d5a47e49d5299dd0994eed1053996402a8902f9/mako-1.3.8.tar.gz", hash = "sha256:577b97e414580d3e088d47c2dbbe9594aa7a5146ed2875d4dfa9075af2dd3cc8", size = 392069 }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/1e/bf/7a6a36ce2e4cafdfb202752be68850e22607fccd692847c45c1ae3c17ba6/Mako-1.3.8-py3-none-any.whl", hash = "sha256:42f48953c7eb91332040ff567eb7eea69b22e7a4affbc5ba8e845e8f730f6627", size = 78569 },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "markdown-it-py"
|
||||
version = "3.0.0"
|
||||
|
|
@ -1239,6 +1267,9 @@ wheels = [
|
|||
]
|
||||
|
||||
[package.optional-dependencies]
|
||||
anthropic = [
|
||||
{ name = "anthropic" },
|
||||
]
|
||||
fastapi = [
|
||||
{ name = "fastapi" },
|
||||
]
|
||||
|
|
|
|||
Loading…
Reference in New Issue