¡DoctorGPT pone en producción GPT para el diagnóstico de errores! (Aún no está listo para producción...)
DoctorGPT es un binario autónomo y liviano que monitorea los registros de su aplicación en busca de problemas y los diagnostica.
OPENAI_KEY=$YOUR_KEY doctorgpt --logfile="program.log" --configfile="config.yaml" --outdir="~/errors"
DoctorGPT comenzará a seguir program.log
(sin detenerse). Para cada línea de registro, los analizadores definidos por el usuario que activan un evento de diagnóstico (basado en coincidencias de variables de expresiones regulares) generarán un archivo de diagnóstico (ver el ejemplo a continuación) en el directorio ~/errors
usando la línea de registro activada y todo el contexto de registro anterior usando la API de OpenAI. El archivo config.yaml
se utiliza al inicio para configurar el programa.
--logfile (string)
archivo de registro para seguir y monitorear--configfile (string)
ubicación del archivo de configuración yaml--outdir (string)
directorio de archivos de diagnóstico (creado si no existe)--bundlingtimeoutseconds (int)
espera un tiempo para que lleguen los registros después de la línea activada (para volcados de errores de varias líneas) ( default: 5
)--debug (bool)
registro de depuración ( default: true
)--buffersize (int)
número máximo de entradas de registro por búfer ( default: 100
)--maxtokens (int)
número máximo de tokens permitidos en API ( default: 8000
)--gptmodel (string)
Modelo GPT a usar ( default: "gpt-4"
). Para obtener una lista de modelos, consulte: Modelos API de OpenAI Ver ejemplo de documentación de yaml:
# Prompt to be sent alongside error context to the GPT API
prompt : " You are ErrorDebuggingGPT. Your sole purpose in this world is to help software engineers by diagnosing software system errors and bugs that can occur in any type of computer system. The message following the first line containing " ERROR: " up until the end of the prompt is a computer error no more and no less. It is your job to try to diagnose and fix what went wrong. Ready? n ERROR: n $ERROR "
parsers :
# Matches line: [1217/201832.950515:ERROR:cache_util.cc(140)] Unable to move cache folder GPUCache to old_GPUCache_000
- regex : ' ^[(d{4}/d{6}.d{6}):(?P<LEVEL>w+):([w._]+)(d+)]s+(?P<MESSAGE>.*)$ '
# Conditions in which the parsed log will trigger a diagnosis
triggers :
- variable : " LEVEL "
regex : " ERROR "
# Conditions in which the parsed log will be ignored for triggers
# To create exceptions which won't trigger the GPT API
filters :
- variable : " MESSAGE "
regex : " HTTP 401 "
# Conditions in which the parsed log will be ignored and excluded from the API context
# For sensitive or spammy log entries. These will never be sent to the GPT API
excludes :
- variable : " LEVEL "
regex : " DEBUG "
# Matches line: 2022-01-27 21:37:36.776 0x2eb3 Default 511 photolibraryd: PLModelMigration.m:314 Creating sqlite error indicator file
- regex : ' ^(?P<DATE>[^ ]+)s+(?P<TIME>[^ ]+)s+[^ ]+(?P<LEVEL>[^ ]+)s+(?P<MESSAGE>.*)$ '
# When more than one trigger is present, just one trigger is sufficient to trigger a diagnosis
triggers :
- variable : " LEVEL "
regex : " Default "
- variable : " MESSAGE "
regex : " (?i)ERROR: "
# Filters and excludes were not specified
# Last parser must always be a generic one that matches any line
- regex : ' ^(?P<MESSAGE>.*)$ '
# All filters, triggers and excludes were not specified
Así es como se ve el archivo ::Users::yamilmolinar::error.log:18.diagnosed
:
LOG LINE:
/Users/yamilmolinar/error.log:18
BASE PROMPT:
You are ErrorDebuggingGPT. Your sole purpose in this world is to help software engineers by diagnosing software system errors and bugs that can occur in any type of computer system. The message following the first line containing "ERROR:" up until the end of the prompt is a computer error no more and no less. It is your job to try to diagnose and fix what went wrong. Ready?nERROR:n$ERROR
CONTEXT:
yarn run v1.22.19
$ tsnd --respawn --transpile-only --no-notify --ignore-watch node_modules src/index.ts
[INFO] 15:20:25 ts-node-dev ver. 2.0.0 (using ts-node ver. 10.8.0, typescript ver. 4.8.4)
[INFO] DB ready
[INFO] Auth ready
[INFO] Apollo setup
[INFO] Server started at http://localhost:5555/graphql
Query: Me
POST /graphql 200 241.389 ms - 21
prisma:query SELECT 1
prisma:query SELECT "public"."User"."id", "public"."User"."email", "public"."User"."password", "public"."User"."firstName", "public"."User"."lastName", "public"."User"."avatar", "public"."User"."role", "public"."User"."bio", "public"."User"."createdAt", "public"."User"."updatedAt" FROM "public"."User" WHERE "public"."User"."email" = $2 LIMIT $2 OFFSET $3
[ERROR] PrismaClientKnownRequestError:
Invalid `prisma.user.findFirst()` invocation in
/Users/yamilmolinar/Repos/boilerplate/packages/api/src/modules/user/user.service.ts:32:36
29 }
30
31 async checkUserExists(where: UserWhereInput) {
→ 32 const user = await prisma.user.findFirst(
The table `public.User` does not exist in the current database.
at RequestHandler.handleRequestError (/Users/yamilmolinar/Repos/boilerplate/node_modules/@prisma/client/runtime/index.js:30851:13)
at RequestHandler.request (/Users/yamilmolinar/Repos/boilerplate/node_modules/@prisma/client/runtime/index.js:30834:12)
at PrismaClient._request (/Users/yamilmolinar/Repos/boilerplate/node_modules/@prisma/client/runtime/index.js:31812:16)
at UserService.checkUserExists (/Users/yamilmolinar/Repos/boilerplate/packages/api/src/modules/user/user.service.ts:32:18)
at UserService.register (/Users/yamilmolinar/Repos/boilerplate/packages/api/src/modules/user/user.service.ts:26:5)
at UserResolver.register (/Users/yamilmolinar/Repos/boilerplate/packages/api/src/modules/user/user.resolver.ts:93:18)
at dispatchHandler (/Users/yamilmolinar/Repos/boilerplate/node_modules/type-graphql/dist/resolvers/helpers.js:82:24)
at /Users/yamilmolinar/Repos/boilerplate/node_modules/type-graphql/dist/resolvers/helpers.js:83:26
at ErrorInterceptor (/Users/yamilmolinar/Repos/boilerplate/packages/api/src/lib/globalMiddleware.ts:29:12)
at dispatchHandler (/Users/yamilmolinar/Repos/boilerplate/node_modules/type-graphql/dist/resolvers/helpers.js:82:24) {
code: 'P2021',
clientVersion: '4.4.0',
meta: { table: 'public.User' }
}
Mutation: Register
POST /graphql 200 365.616 ms - 2139
DIAGNOSIS:
It seems the error is caused by a missing table in the database. The table `public.User` does not exist in the current database, and this is causing the `PrismaClientKnownRequestError` to be thrown when trying to execute `prisma.user.findFirst()` in the `UserService.checkUserExists()` function.
To resolve this issue, follow these steps:
1. Ensure that you have properly set up your database schema and that the `public.User` table is defined. If it's not, add the necessary schema definition for the User table.
2. Ensure that Prisma is properly configured to connect to your database. Double-check the configuration in your `prisma/schema.prisma` file, and make sure the database URL and other settings are correct.
3. Run a migration to update your actual database's schema. You can do this by running the following command:
npx prisma migrate dev --name init --preview-feature
This command will create the necessary tables in your database based on your Prisma schema file, apply the migration, and generate the Prisma Client.
4. After running the migration, restart your server and test your application again to ensure that the error is resolved.
If you still encounter issues, double-check your Prisma configuration, as well as your database connection settings, and ensure your code logic is correct.
En config.yaml
se incluye una biblioteca de analizadores de registros comunes. Estos analizadores se probaron con registros reales en testlogs/*_2k.log
.
Consulte parsers_test.go
para ver pruebas y loghub para obtener más ejemplos de registros.
Usando go install
:
GOBIN=/usr/local/bin go install "github.com/ingyamilmolinar/doctorgpt/agent"
Go
(solo para crear y ejecutar pruebas)docker
(para desarrollo)k3d
(para desarrollo)kubectl
(para desarrollo)make
(para el desarrollo) export OPENAI_API=<your-api-key>
make k4d-create
(para crear un clúster k3d)make k3d-delete
(para eliminar el clúster k3d) NOTA: consulte Makefile
para obtener más comandos cd agent; go test ./...; cd -
cd agent; go test -v ./...; cd -
(modo detallado) No dude en abrir un problema con su sugerencia sobre cómo hacer que este programa sea más útil, portátil, eficiente y listo para producción (¡y por supuesto ERRORES!).
Siéntase libre de abrir MR. Los revisaré si veo que siguen la filosofía de este proyecto. Para grandes cantidades de trabajo o cambios de diseño, primero abra un problema para que se pueda discutir la estrategia.