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Max Deichmann e21102664e chore: release v2.95.2 2025-02-15 13:29:57 +01:00
Max DeichmannandGitHub d31b0eaddc security: upgrade dompurify v2 (#5570)
security: upgrade dompurify
2025-02-15 12:26:51 +00:00
Max Deichmann f53ad4de5c chore: release v2.95.1
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2025-02-11 14:19:25 +01:00
Max DeichmannandGitHub 053d7d668d security: upgrade sentry 8.52.0 (#5477)
fix
2025-02-11 14:18:38 +01:00
Max DeichmannandGitHub 21e3ed2b39 security: upgrade clickhouse migration package (#5478)
push
2025-02-11 14:18:26 +01:00
Max DeichmannandGitHub 16ca4e9293 security: upgrade json path (#5475) 2025-02-11 13:44:51 +01:00
Marc KlingenandGitHub 75f82be88d ci(v2): run codespell also on v2 branch and prs (#5224) (#5225) 2025-01-27 13:25:31 +01:00
Marc Klingen 22f6a02b08 chore: release v2.95.0
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2025-01-27 13:16:16 +01:00
Marc KlingenandGitHub 11aa1dbbb1 feat(v2-auth): make checks and auth method configurable across SSO providers (#5203) (#5219) 2025-01-27 13:15:33 +01:00
steffen911 d961d85a28 chore: release v2.94.0
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2025-01-24 16:35:20 +01:00
Steffen SchmitzandGitHub d0c1ad5144 feat: add proxy support for oauth flows (#5198) (#5201)
(cherry picked from commit c442c4290e)
2025-01-24 16:34:53 +01:00
Marc Klingen 0d30b2fe83 chore: release v2.93.9
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2025-01-24 14:12:59 +01:00
Marc KlingenandGitHub f33bae6683 feat(auth-v2): Add AUTH_CUSTOM_ID_TOKEN environment variable (#5193) (#5196) 2025-01-24 14:12:00 +01:00
Baptiste Mille-MathiasandGitHub eaa0df125b feat: add support for DATABASE_ARGS config (cherry-pick) (#5152) 2025-01-24 13:50:17 +01:00
Max Deichmann b0e01b7127 chore: release v2.93.8
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2025-01-06 10:54:29 +01:00
Max DeichmannandGitHub 2a421e7406 security: upgrade next (#4891)
push
2025-01-06 10:45:23 +01:00
Marc Klingen 23150b68db chore: release v2.93.7
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2024-12-19 00:57:59 +01:00
Ildar IapparovandMarc Klingen e5c46010a4 feat(auth): add AUTH_IGNORE_ACCOUNT_FIELDS to sanitize IDP fields before creating an account (#4728)
* feat: Field sanitization before creating an Account

* add comments

---------

Co-authored-by: Marc Klingen <git@marcklingen.com>
2024-12-19 00:57:07 +01:00
Marc Klingen b2bf68d7a4 chore: release v2.93.6
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2024-12-13 02:57:59 +01:00
Marc Klingen 31cec4f5c9 feat: in HF Spaces, prompt opening in new tab when running in iframe (#4713) 2024-12-13 02:45:32 +01:00
Max Deichmann 84a0ad8dfb chore: release v2.93.5
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2024-12-12 14:06:33 +01:00
Max DeichmannandGitHub 69466fd43b security: upgrade next-auth (#4702) 2024-12-12 14:06:12 +01:00
Marc Klingen 324e078c85 chore: release v2.93.4
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2024-12-04 00:07:38 +01:00
Marc Klingen 7385fc4529 fix: disable x frame options header on Hugging Face (#4558) 2024-12-04 00:07:02 +01:00
Marc Klingen 66d1fa427f chore: release v2.93.3
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2024-12-03 23:37:22 +01:00
bee396a433 feat(auth): add KeyCloak authentication option (#2866)
---------

Co-authored-by: RTae <natthanan.bhu@doctorasa.co>
Co-authored-by: Marc Klingen <git@marcklingen.com>
2024-12-03 23:35:01 +01:00
jay0129andMarc Klingen 8727a52931 feat(auth): add GitHub Enterprise Authentication Provider (#4463)
feat: Add GitHub Enterprise Authentication Provider

Co-authored-by: Marc Klingen <git@marcklingen.com>
2024-12-03 23:34:31 +01:00
Marc Klingen ed5c076a5a fix(auth): add nonce check for Cognito NextAuth provider (#4401) 2024-12-03 23:34:15 +01:00
Marc Klingen db5c575ae0 chore: release v2.93.2
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2024-12-03 17:53:55 +01:00
Marc Klingen 2a0f482578 fix: remove LANGFUSE_CSP_DISABLE (did not work) and disable csp headers on HF Spaces (#4545) 2024-12-03 17:51:50 +01:00
Marc Klingen c041cf371a chore: release v2.93.1
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2024-12-03 01:25:53 +01:00
Marc Klingen c6daf09cd2 [cherry-pick][2.93.x] chore: add LANGFUSE_CSP_DISABLE to .env.prod.example (#4533) 2024-12-03 01:25:04 +01:00
Marc KlingenandGitHub 7296e2e012 [cherry-pick][2.93.x] feat: optionally disable csp headers via LANGFUSE_CSP_DISABLE=true (#4532) 2024-12-03 01:22:11 +01:00
steffen911 43bf176ef7 chore: release v2.93.0 2024-11-26 10:04:45 +01:00
860 changed files with 35945 additions and 91751 deletions
-6
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@@ -1,6 +0,0 @@
---
description: How to manage authorization and RBAC within full-stack langfuse features
globs: web/
alwaysApply: true
---
See [README.md](mdc:web/src/features/rbac/README.md) for details
-7
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@@ -1,7 +0,0 @@
---
description: How to enforce entitlements across full-stack features
globs: web/**
alwaysApply: true
---
Check [README.md](mdc:web/src/features/entitlements/README.md) to learn more about entitlements
-33
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@@ -1,33 +0,0 @@
---
description: How we build new full-stack features including frontend APIs, file structure, and components
globs: web/**
alwaysApply: true
---
## Framework
- Next.js
- Pages router
## File Structure
- We generally put all code related to a net-new feature into a folder within web/src/features.
- Checkout other features to learn about the common structure.
## API for frontend features
- We use TRPC.io to power full-stack features of the Langfuse Frontend
- Entry point for all trpc routes: [root.ts](mdc:web/src/server/api/root.ts)
- Authentication, see [authorization-and-rbac.mdc](mdc:.cursor/rules/authorization-and-rbac.mdc)
- Entitlements, see [entitlements.mdc](mdc:.cursor/rules/entitlements.mdc)
## Components
- We use Shadcn/ui
- Components in `@/src/components/ui`
- If a component is not installed yet, ask the user to install it for you
- When creating new custom components that generalize, we add them with a generalizable naming to `@/src/components`
## Styling
- We use Tailwind CSS
- We use a standard color palette which automatically handles light/dark mode, see [globals.css](mdc:web/src/styles/globals.css)
-16
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@@ -1,16 +0,0 @@
---
description: How to create new public api routes for Langfuse
globs:
alwaysApply: false
---
# Implementation
- All public api routes are in /web/src/pages/api/public
- New api routes should follow these guidelines:
- Use [withMiddlewares.ts](mdc:web/src/features/public-api/server/withMiddlewares.ts) as a wrapper
- Define types of api request and response in /web/src/features/public-api/types, use strict() for all zod objects
- Add end-to-end test, similar to [datasets-api.servertest.ts](mdc:web/src/__tests__/async/datasets-api.servertest.ts)
- Add fern configuration in /fern, learn more about structure here: https://buildwithfern.com/learn/api-definition/fern/overview
- Prompt user to regenerate the OpenAPI spec via the fern CLI
- Pagination starts at 1, query typing defined in publicApiPaginationZod, return meta in paginationMetaResponseZod
+18 -10
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@@ -11,7 +11,7 @@ CLICKHOUSE_MIGRATION_URL="clickhouse://localhost:9000"
CLICKHOUSE_URL="http://localhost:8123"
CLICKHOUSE_USER="clickhouse"
CLICKHOUSE_PASSWORD="clickhouse"
CLICKHOUSE_CLUSTER_ENABLED="false"
CLICKHOUSE_MIGRATION_CLUSTER_DISABLED="true"
# Next Auth
# You can generate a new secret on the command line with:
@@ -35,18 +35,17 @@ EMAIL_FROM_ADDRESS="" # Defines the email address to use as the from address.
SMTP_CONNECTION_URL="" # Defines the connection url for smtp server.
# DON'T PANIC: The Azurite Secrets are well-known and meant to be hard-coded
# S3 Batch Exports
LANGFUSE_S3_BATCH_EXPORT_ENABLED=true
LANGFUSE_S3_BATCH_EXPORT_BUCKET=langfuse
LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID=devstoreaccount1
LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
LANGFUSE_S3_BATCH_EXPORT_REGION=auto
LANGFUSE_S3_BATCH_EXPORT_ENDPOINT=http://localhost:10000/devstoreaccount1
# S3 storage
S3_ENDPOINT=http://localhost:10000/devstoreaccount1
S3_ACCESS_KEY_ID=devstoreaccount1
S3_SECRET_ACCESS_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
S3_BUCKET_NAME=langfuse
S3_REGION=auto
## Necessary for minio compatibility
LANGFUSE_S3_BATCH_EXPORT_FORCE_PATH_STYLE=true
LANGFUSE_S3_BATCH_EXPORT_PREFIX=exports/
S3_FORCE_PATH_STYLE=true
# S3 Media Upload LOCAL
LANGFUSE_S3_MEDIA_UPLOAD_ENABLED=true
LANGFUSE_S3_MEDIA_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID=devstoreaccount1
LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
@@ -58,6 +57,7 @@ LANGFUSE_S3_MEDIA_UPLOAD_PREFIX=media/
# S3 Event Bucket Upload
## Set to true to test uploading all events to S3
LANGFUSE_S3_EVENT_UPLOAD_ENABLED=true
LANGFUSE_S3_EVENT_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID=devstoreaccount1
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY=Eby8vdM02xNOcqFlqUwJPLlmEtlCDXJ1OUzFT50uSRZ6IFsuFq2UVErCz4I6tq/K1SZFPTOtr/KBHBeksoGMGw==
@@ -82,3 +82,11 @@ ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000
# speeds up local development by not executing init scripts on server startup
NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT="false"
LANGFUSE_READ_FROM_POSTGRES_ONLY=false
LANGFUSE_RETURN_FROM_CLICKHOUSE=true
LANGFUSE_READ_DASHBOARDS_FROM_CLICKHOUSE=true
LANGFUSE_READ_FROM_CLICKHOUSE_ONLY=true
LANGFUSE_ASYNC_INGESTION_PROCESSING="true"
LANGFUSE_ASYNC_CLICKHOUSE_INGESTION_PROCESSING="true"
+18 -10
View File
@@ -11,7 +11,7 @@ CLICKHOUSE_MIGRATION_URL="clickhouse://localhost:9000"
CLICKHOUSE_URL="http://localhost:8123"
CLICKHOUSE_USER="clickhouse"
CLICKHOUSE_PASSWORD="clickhouse"
CLICKHOUSE_CLUSTER_ENABLED="false"
CLICKHOUSE_CLUSTER_DISABLED="true"
# Next Auth
# You can generate a new secret on the command line with:
@@ -34,18 +34,17 @@ SALT="salt"
EMAIL_FROM_ADDRESS="" # Defines the email address to use as the from address.
SMTP_CONNECTION_URL="" # Defines the connection url for smtp server.
# S3 Batch Exports
LANGFUSE_S3_BATCH_EXPORT_ENABLED=true
LANGFUSE_S3_BATCH_EXPORT_BUCKET=langfuse
LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID=minio
LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY=miniosecret
LANGFUSE_S3_BATCH_EXPORT_REGION=us-east-1
LANGFUSE_S3_BATCH_EXPORT_ENDPOINT=http://localhost:9090
# S3 storage
S3_ENDPOINT=http://localhost:9090
S3_ACCESS_KEY_ID=minio
S3_SECRET_ACCESS_KEY=miniosecret
S3_BUCKET_NAME=langfuse
S3_REGION=us-east-1
## Necessary for minio compatibility
LANGFUSE_S3_BATCH_EXPORT_FORCE_PATH_STYLE=true
LANGFUSE_S3_BATCH_EXPORT_PREFIX=exports/
S3_FORCE_PATH_STYLE=true
# S3 Media Upload LOCAL
LANGFUSE_S3_MEDIA_UPLOAD_ENABLED=true
LANGFUSE_S3_MEDIA_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID=minio
LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY=miniosecret
@@ -57,6 +56,7 @@ LANGFUSE_S3_MEDIA_UPLOAD_PREFIX=media/
# S3 Event Bucket Upload
## Set to true to test uploading all events to S3
LANGFUSE_S3_EVENT_UPLOAD_ENABLED=true
LANGFUSE_S3_EVENT_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID=minio
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY=miniosecret
@@ -79,3 +79,11 @@ ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000
# speeds up local development by not executing init scripts on server startup
NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT="false"
LANGFUSE_READ_FROM_POSTGRES_ONLY=false
LANGFUSE_RETURN_FROM_CLICKHOUSE=true
LANGFUSE_READ_DASHBOARDS_FROM_CLICKHOUSE=true
LANGFUSE_READ_FROM_CLICKHOUSE_ONLY=true
LANGFUSE_ASYNC_INGESTION_PROCESSING="true"
LANGFUSE_ASYNC_CLICKHOUSE_INGESTION_PROCESSING="true"
+81
View File
@@ -0,0 +1,81 @@
# When adding additional environment variables, the schema in "/src/env.mjs"
# should be updated accordingly.
# Prisma
# https://www.prisma.io/docs/reference/database-reference/connection-urls#env
DIRECT_URL="postgresql://postgres:postgres@localhost:5432/postgres"
DATABASE_URL="postgresql://postgres:postgres@localhost:5432/postgres"
# Clickhouse
CLICKHOUSE_MIGRATION_URL="clickhouse://localhost:9000"
CLICKHOUSE_URL="http://localhost:8123"
CLICKHOUSE_USER="clickhouse"
CLICKHOUSE_PASSWORD="clickhouse"
CLICKHOUSE_CLUSTER_ENABLED="false"
# Next Auth
# You can generate a new secret on the command line with:
# openssl rand -base64 32
# https://next-auth.js.org/configuration/options#secret
# NEXTAUTH_SECRET=""
NEXTAUTH_URL="http://localhost:3000"
NEXTAUTH_SECRET="secret"
# Langfuse Cloud Environment
NEXT_PUBLIC_LANGFUSE_CLOUD_REGION="DEV"
# Langfuse experimental features
LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES="true"
# Salt for API key hashing
SALT="salt"
# Email
EMAIL_FROM_ADDRESS="" # Defines the email address to use as the from address.
SMTP_CONNECTION_URL="" # Defines the connection url for smtp server.
# S3 storage
S3_ENDPOINT=http://localhost:9090
S3_ACCESS_KEY_ID=minio
S3_SECRET_ACCESS_KEY=miniosecret
S3_BUCKET_NAME=langfuse
S3_REGION=us-east-1
## Necessary for minio compatibility
S3_FORCE_PATH_STYLE=true
# # S3 Media Upload LOCAL
LANGFUSE_S3_MEDIA_UPLOAD_ENABLED=true
LANGFUSE_S3_MEDIA_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID=minio
LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY=miniosecret
LANGFUSE_S3_MEDIA_UPLOAD_REGION=us-east-1
LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT=http://localhost:9090
## Necessary for minio compatibility
LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE=true
LANGFUSE_S3_MEDIA_UPLOAD_PREFIX=media/
# S3 Event Bucket Upload
## Set to true to test uploading all events to S3
LANGFUSE_S3_EVENT_UPLOAD_ENABLED=true
LANGFUSE_S3_EVENT_UPLOAD_BUCKET=langfuse
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID=minio
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY=miniosecret
LANGFUSE_S3_EVENT_UPLOAD_REGION=us-east-1
LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT=http://localhost:9090
## Necessary for minio compatibility
LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE=true
LANGFUSE_S3_EVENT_UPLOAD_PREFIX=events/
# Set during docker build of application
# Used to disable environment verification at build time
# DOCKER_BUILD=1
REDIS_HOST="127.0.0.1"
REDIS_PORT=6379
REDIS_AUTH="myredissecret"
# openssl rand -hex 32 used only here
ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000
# speeds up local development by not executing init scripts on server startup
NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT="false"
+22
View File
@@ -0,0 +1,22 @@
# When adding additional environment variables, the schema in "/src/env.mjs"
# should be updated accordingly.
# Prisma
# https://www.prisma.io/docs/reference/database-reference/connection-urls#env
DIRECT_URL="postgresql://postgres:postgres@db:5432/postgres"
DATABASE_URL="postgresql://postgres:postgres@db:5432/postgres"
# Next Auth
NEXTAUTH_SECRET="secret"
NEXTAUTH_URL="http://localhost:3000"
# feature flag to enable experimental features locally
LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES="false"
SALT="salt"
# Redis
REDIS_HOST="127.0.0.1"
REDIS_PORT=6379
REDIS_AUTH="myredissecret"
# openssl rand -hex 32 used only here
ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000
+49 -70
View File
@@ -65,71 +65,44 @@ OTEL_SERVICE_NAME="langfuse"
# AUTH_GOOGLE_CLIENT_SECRET=
# AUTH_GOOGLE_ALLOW_ACCOUNT_LINKING=false
# AUTH_GOOGLE_ALLOWED_DOMAINS=langfuse.com,google.com # optional allowlist of workspace domains that can sign in via Google
# AUTH_GOOGLE_CLIENT_AUTH_METHOD=
# AUTH_GOOGLE_CHECKS=
# AUTH_GITHUB_CLIENT_ID=
# AUTH_GITHUB_CLIENT_SECRET=
# AUTH_GITHUB_ALLOW_ACCOUNT_LINKING=false
# AUTH_GITHUB_CLIENT_AUTH_METHOD=
# AUTH_GITHUB_CHECKS=
# AUTH_GITHUB_ENTERPRISE_CLIENT_ID=
# AUTH_GITHUB_ENTERPRISE_CLIENT_SECRET=
# AUTH_GITHUB_ENTERPRISE_BASE_URL=
# AUTH_GITHUB_ENTERPRISE_ALLOW_ACCOUNT_LINKING=false
# AUTH_GITHUB_ENTERPRISE_CLIENT_AUTH_METHOD=
# AUTH_GITHUB_ENTERPRISE_CHECKS=
# AUTH_GITLAB_CLIENT_ID=
# AUTH_GITLAB_CLIENT_SECRET=
# AUTH_GITLAB_ALLOW_ACCOUNT_LINKING=false
# AUTH_GITLAB_ISSUER=
# AUTH_GITLAB_CLIENT_AUTH_METHOD=
# AUTH_GITLAB_CHECKS=
# AUTH_GITLAB_URL=
# AUTH_AZURE_AD_CLIENT_ID=
# AUTH_AZURE_AD_CLIENT_SECRET=
# AUTH_AZURE_AD_TENANT_ID=
# AUTH_AZURE_AD_ALLOW_ACCOUNT_LINKING=false
# AUTH_AZURE_AD_CLIENT_AUTH_METHOD=
# AUTH_AZURE_AD_CHECKS=
# AUTH_AZURE_ALLOW_ACCOUNT_LINKING=false
# AUTH_OKTA_CLIENT_ID=
# AUTH_OKTA_CLIENT_SECRET=
# AUTH_OKTA_ISSUER=
# AUTH_OKTA_ALLOW_ACCOUNT_LINKING=false
# AUTH_OKTA_CLIENT_AUTH_METHOD=
# AUTH_OKTA_CHECKS=
# AUTH_AUTH0_CLIENT_ID=
# AUTH_AUTH0_CLIENT_SECRET=
# AUTH_AUTH0_ISSUER=
# AUTH_AUTH0_ALLOW_ACCOUNT_LINKING=false
# AUTH_AUTH0_CLIENT_AUTH_METHOD=
# AUTH_AUTH0_CHECKS=
# AUTH_COGNITO_CLIENT_ID=
# AUTH_COGNITO_CLIENT_SECRET=
# AUTH_COGNITO_ISSUER=
# AUTH_COGNITO_ALLOW_ACCOUNT_LINKING=false
# AUTH_COGNITO_CLIENT_AUTH_METHOD=
# AUTH_COGNITO_CHECKS=
# AUTH_KEYCLOAK_CLIENT_ID=
# AUTH_KEYCLOAK_CLIENT_SECRET=
# AUTH_KEYCLOAK_ISSUER=
# AUTH_KEYCLOAK_ALLOW_ACCOUNT_LINKING=false
# AUTH_KEYCLOAK_CLIENT_AUTH_METHOD=
# AUTH_KEYCLOAK_CHECKS=
# AUTH_WORKOS_CLIENT_ID=
# AUTH_WORKOS_CLIENT_SECRET=
# AUTH_WORKOS_ALLOW_ACCOUNT_LINKING=false
# AUTH_WORKOS_ORGANIZATION_ID=
# AUTH_WORKOS_CONNECTION_ID=
# AUTH_CUSTOM_CLIENT_ID=
# AUTH_CUSTOM_CLIENT_SECRET=
# AUTH_CUSTOM_ISSUER=
# AUTH_CUSTOM_NAME=
# AUTH_CUSTOM_SCOPE="openid email profile" # optional
# AUTH_CUSTOM_CLIENT_AUTH_METHOD="client_secret_basic" # optional
# AUTH_CUSTOM_ALLOW_ACCOUNT_LINKING=false
# AUTH_CUSTOM_ID_TOKEN=false # optional, default is true
# AUTH_CUSTOM_CLIENT_AUTH_METHOD=
# AUTH_CUSTOM_CHECKS=
# Transactional email, optional
# Defines the email address to use as the from address.
@@ -137,16 +110,16 @@ OTEL_SERVICE_NAME="langfuse"
# Defines the connection url for smtp server.
# SMTP_CONNECTION_URL=
# S3 Batch Exports
# LANGFUSE_S3_BATCH_EXPORT_ENABLED=
# LANGFUSE_S3_BATCH_EXPORT_BUCKET=
# LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID=
# LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY=
# LANGFUSE_S3_BATCH_EXPORT_REGION=
# LANGFUSE_S3_BATCH_EXPORT_ENDPOINT=
# LANGFUSE_S3_BATCH_EXPORT_PREFIX=
# S3 storage, optional, used for exports from the UI
# S3_ENDPOINT=
# S3_ACCESS_KEY_ID=
# S3_SECRET_ACCESS_KEY=
# S3_BUCKET_NAME=
# S3_REGION=
# BATCH_EXPORT_DOWNLOAD_LINK_EXPIRATION_HOURS=
# S3 storage for events, optional, used to persist all incoming events
# LANGFUSE_S3_EVENT_UPLOAD_ENABLED="true"
# LANGFUSE_S3_EVENT_UPLOAD_BUCKET=
# Optional prefix to be used within the bucket. Must end with `/` if set
# LANGFUSE_S3_EVENT_UPLOAD_PREFIX=events/
@@ -172,32 +145,7 @@ OTEL_SERVICE_NAME="langfuse"
# LANGFUSE_INIT_USER_NAME=User Name
# LANGFUSE_INIT_USER_PASSWORD=password
# Redis configuration
# REDIS_HOST=
# REDIS_PORT=
# REDIS_AUTH=
# REDIS_CONNECTION_STRING=
# REDIS_ENABLE_AUTO_PIPELINING=
# Cache configuration
# LANGFUSE_CACHE_API_KEY_ENABLED=
# LANGFUSE_CACHE_API_KEY_TTL_SECONDS=
# LANGFUSE_CACHE_PROMPT_ENABLED=
# LANGFUSE_CACHE_PROMPT_TTL_SECONDS=
# Clickhouse configuration
# CLICKHOUSE_URL=
# CLICKHOUSE_CLUSTER_NAME=default
# CLICKHOUSE_DB=default
# CLICKHOUSE_USER=
# CLICKHOUSE_PASSWORD=
# CLICKHOUSE_CLUSTER_ENABLED=true
# Ingestion configuration
# LANGFUSE_INGESTION_QUEUE_DELAY_MS=
# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_BATCH_SIZE=
# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=
# LANGFUSE_INGESTION_CLICKHOUSE_MAX_ATTEMPTS=
### START Enterprise Edition Configuration
@@ -219,6 +167,17 @@ OTEL_SERVICE_NAME="langfuse"
### END Enterprise Edition Configuration
### START Envs to be deprecated in Langfuse v3.0
# Disable the expensive analytics queries and related features
# LANGFUSE_DISABLE_EXPENSIVE_POSTGRES_QUERIES="true"
### END Envs to be deprecated in Langfuse v3.0
### START Langfuse Cloud Config
# Used for Langfuse Cloud deployments
# Not recommended for self-hosted deployments as these are NOT COVERED BY SEMANTIC VERSIONING
@@ -255,8 +214,19 @@ OTEL_SERVICE_NAME="langfuse"
# Admin API
# ADMIN_API_KEY=
# LANGFUSE_CACHE_MODEL_MATCH_ENABLED=
# LANGFUSE_CACHE_MODEL_MATCH_TTL_SECONDS=
# Redis
# REDIS_HOST=
# REDIS_PORT=
# REDIS_AUTH=
# REDIS_CONNECTION_STRING=
# REDIS_ENABLE_AUTO_PIPELINING=
# Cache configuration
# LANGFUSE_CACHE_API_KEY_ENABLED=
# LANGFUSE_CACHE_API_KEY_TTL_SECONDS=
# LANGFUSE_CACHE_PROMPT_ENABLED=
# LANGFUSE_CACHE_PROMPT_TTL_SECONDS=
# Rate limiting
# LANGFUSE_RATE_LIMITS_ENABLED=
@@ -265,15 +235,24 @@ OTEL_SERVICE_NAME="langfuse"
# STRIPE_SECRET_KEY=
# STRIPE_WEBHOOK_SIGNING_SECRET=
# Betterstack Status Page
# BETTERSTACK_UPTIME_API_KEY=
# BETTERSTACK_UPTIME_STATUS_PAGE_ID=
### END Langfuse Cloud Config
### START Langfuse CI Config
## START Langfuse V3 Ingestion
# LANGFUSE_INIT_ORG_CLOUD_PLAN=
# Clickhouse
# CLICKHOUSE_MIGRATION_URL=
# CLICKHOUSE_URL=
# CLICKHOUSE_USER=
# CLICKHOUSE_PASSWORD=
### END Langfuse CI Config
# Ingestion
# LANGFUSE_INGESTION_QUEUE_DELAY_MS=
# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_BATCH_SIZE=
# LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=
# LANGFUSE_INGESTION_CLICKHOUSE_MAX_ATTEMPTS=
# LANGFUSE_LEGACY_INGESTION_WORKER_CONCURRENCY=
# LANGFUSE_ASYNC_INGESTION_PROCESSING="true"
# QUEUE_CONSUMER_LEGACY_INGESTION_QUEUE_IS_ENABLED="true"
## END Langfuse V3 Ingestion
+1 -1
View File
@@ -56,9 +56,9 @@ jobs:
--build-arg SENTRY_AUTH_TOKEN=${{ secrets.SENTRY_AUTH_TOKEN }} \
--build-arg SENTRY_ORG=${{ vars.SENTRY_ORG }} \
--build-arg SENTRY_PROJECT=${{ vars.SENTRY_PROJECT }} \
--build-arg NEXT_PUBLIC_LANGFUSE_TRACING_SAMPLE_RATE=${{ vars.NEXT_PUBLIC_LANGFUSE_TRACING_SAMPLE_RATE }} \
.
docker push $REGISTRY/$REPOSITORY:$IMAGE_TAG
- name: Render AWS ECS Task Definition
id: render-task-definition
uses: aws-actions/amazon-ecs-render-task-definition@v1
+16 -76
View File
@@ -10,29 +10,11 @@ on:
merge_group:
pull_request:
branches:
- "**"
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
- "*"
jobs:
pre-job:
runs-on: ubuntu-latest
outputs:
should_skip: ${{ steps.skip_check.outputs.should_skip }}
timeout-minutes: 15
steps:
- id: skip_check
uses: fkirc/skip-duplicate-actions@v5
with:
do_not_skip: '["workflow_dispatch"]'
lint:
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v3
@@ -55,14 +37,10 @@ jobs:
test-docker-build:
timeout-minutes: 20
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
steps:
- name: Checkout
uses: actions/checkout@v4
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository) && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -89,11 +67,8 @@ jobs:
timeout 10 bash -c 'until curl -f http://localhost:3000/api/public/health; do sleep 2; done'
tests-web-sync:
timeout-minutes: 30
timeout-minutes: 20
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
name: tests-web-sync (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }})
strategy:
matrix:
@@ -114,7 +89,6 @@ jobs:
with:
version: 9.5.0
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -131,17 +105,15 @@ jobs:
- name: Load default env
run: |
cp .env.dev.example .env
grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev.example > .env
echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
- name: Run dev containers
grep -v -e '^S3_BUCKET_NAME=' -e '^REDIS_HOST=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev.legacy.example > .env
- name: Run + migrate
run: |
docker compose -f docker-compose.dev.yml up -d
sleep 5 # Wait for PostgreSQL to accept connections
docker compose ps
env:
POSTGRES_VERSION: ${{ matrix.postgres-version }}
- name: Migrate DB
- name: Seed DB
run: |
pnpm run db:migrate
pnpm --filter=shared ch:up
@@ -152,7 +124,6 @@ jobs:
env:
LANGFUSE_INIT_ORG_ID: "seed-org-id"
LANGFUSE_INIT_ORG_NAME: "Seed Org"
LANGFUSE_INIT_ORG_CLOUD_PLAN: "Team"
LANGFUSE_INIT_PROJECT_ID: "7a88fb47-b4e2-43b8-a06c-a5ce950dc53a"
LANGFUSE_INIT_PROJECT_NAME: "Seed Project"
LANGFUSE_INIT_PROJECT_PUBLIC_KEY: "pk-lf-1234567890"
@@ -162,15 +133,10 @@ jobs:
LANGFUSE_INIT_USER_PASSWORD: "password"
- name: run test-sync
run: pnpm --filter=web run test-sync
- name: run test-client
run: pnpm --filter=web run test-client
tests-web-async:
timeout-minutes: 30
timeout-minutes: 20
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
name: tests-web-async (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.blob-provider }})
strategy:
matrix:
@@ -192,7 +158,6 @@ jobs:
with:
version: 9.5.0
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -209,18 +174,15 @@ jobs:
- name: Load default env
run: |
cp .env.dev${{ matrix.blob-provider }}.example .env
grep -v -e '^LANGFUSE_S3_BATCH_EXPORT_ENABLED=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev${{ matrix.blob-provider }}.example > .env
echo "LANGFUSE_INGESTION_QUEUE_DELAY_MS=1" >> .env
echo "LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS=1" >> .env
echo "LANGFUSE_TRACE_DELETE_CONCURRENCY=100" >> .env
- name: Run dev containers
grep -v -e '^S3_BUCKET_NAME=' -e '^REDIS_HOST=' -e '^NEXT_PUBLIC_LANGFUSE_RUN_NEXT_INIT=' .env.dev${{ matrix.blob-provider }}.example > .env
- name: Run + migrate
run: |
docker compose -f docker-compose.dev${{ matrix.blob-provider }}.yml up -d
sleep 5 # Wait for PostgreSQL to accept connections
docker compose ps
env:
POSTGRES_VERSION: ${{ matrix.postgres-version }}
- name: Migrate DB
- name: Seed DB
run: |
pnpm run db:migrate
pnpm --filter=shared ch:up
@@ -231,7 +193,6 @@ jobs:
env:
LANGFUSE_INIT_ORG_ID: "seed-org-id"
LANGFUSE_INIT_ORG_NAME: "Seed Org"
LANGFUSE_INIT_ORG_CLOUD_PLAN: "Team"
LANGFUSE_INIT_PROJECT_ID: "7a88fb47-b4e2-43b8-a06c-a5ce950dc53a"
LANGFUSE_INIT_PROJECT_NAME: "Seed Project"
LANGFUSE_INIT_PROJECT_PUBLIC_KEY: "pk-lf-1234567890"
@@ -245,9 +206,6 @@ jobs:
tests-worker:
timeout-minutes: 20
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
name: tests-worker (node${{ matrix.node-version }}, pg${{ matrix.postgres-version }}, mode${{ matrix.blob-provider }})
strategy:
matrix:
@@ -264,7 +222,6 @@ jobs:
with:
version: 9.5.0
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -313,9 +270,6 @@ jobs:
e2e-tests:
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
steps:
- uses: actions/checkout@v4
- uses: pnpm/action-setup@v3
@@ -327,7 +281,6 @@ jobs:
cache: "pnpm"
cache-dependency-path: "pnpm-lock.yaml"
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -357,13 +310,9 @@ jobs:
e2e-server-tests:
runs-on: ubuntu-latest
needs:
- pre-job
if: needs.pre-job.outputs.should_skip != 'true'
steps:
- uses: actions/checkout@v4
- name: Login to Docker Hub
if: github.repository == 'langfuse/langfuse' && (github.event_name != 'pull_request' || github.event.pull_request.head.repo.full_name == github.repository)
uses: docker/login-action@v3
with:
username: ${{ secrets.DOCKERHUB_USERNAME_READ }}
@@ -387,6 +336,8 @@ jobs:
- name: Load default env
run: |
cp .env.dev.example .env
echo "LANGFUSE_ASYNC_CLICKHOUSE_INGESTION_PROCESSING=true" >> .env
echo "LANGFUSE_ASYNC_INGESTION_PROCESSING=true" >> .env
echo "LANGFUSE_CACHE_API_KEY_ENABLED=true" >> .env
echo "LANGFUSE_CACHE_PROMPT_ENABLED=true" >> .env
- name: Run + migrate
@@ -497,9 +448,9 @@ jobs:
type=ref,event=pr
type=sha
type=semver,pattern={{version}}
type=semver,pattern={{major}}.{{minor}},enable=${{ !contains(github.ref, '-rc') }}
type=semver,pattern={{major}},enable=${{ !contains(github.ref, '-rc') }}
type=raw,value=latest,enable=${{ startsWith(github.ref, 'refs/tags/v3') && !contains(github.ref, '-rc') }}
type=semver,pattern={{major}}.{{minor}}
type=semver,pattern={{major}}
type=raw,value=latest,enable=${{ startsWith(github.ref, 'refs/tags/v3') }}
- name: Build and push Docker image (web)
uses: docker/build-push-action@v4
with:
@@ -518,16 +469,13 @@ jobs:
images: |
ghcr.io/langfuse/langfuse-worker # GitHub
langfuse/langfuse-worker # Docker Hub
flavor: |
latest=false
tags: |
type=ref,event=branch
type=ref,event=pr
type=sha
type=semver,pattern={{version}}
type=semver,pattern={{major}}.{{minor}},enable=${{ !contains(github.ref, '-rc') }}
type=semver,pattern={{major}},enable=${{ !contains(github.ref, '-rc') }}
type=raw,value=latest,enable=${{ startsWith(github.ref, 'refs/tags/v3') && !contains(github.ref, '-rc') }}
type=semver,pattern={{major}}.{{minor}}
type=semver,pattern={{major}}
- name: Build and push Docker image (worker)
uses: docker/build-push-action@v4
with:
@@ -539,11 +487,3 @@ jobs:
platforms: |
linux/amd64
${{ startsWith(github.ref, 'refs/tags/') && 'linux/arm64' || '' }}
- name: Notify Slack
uses: ravsamhq/notify-slack-action@v2
if: always()
with:
status: ${{ job.status }}
notify_when: "failure"
env:
SLACK_WEBHOOK_URL: ${{ secrets.SLACK_WEBHOOK_URL }}
+3 -22
View File
@@ -6,11 +6,6 @@ on:
push:
branches:
- main
# Snyk cannot upload results in merge group. Hence, we only run on PRs and when pushingon the main branch https://github.com/github/codeql-action/issues/1572
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: ${{ github.event_name == 'pull_request' }}
jobs:
snyk:
@@ -20,22 +15,15 @@ jobs:
- name: Build a Docker image
run: docker compose -f docker-compose.build.yml up -d
- name: Run Snyk to check Docker image for vulnerabilities (langfuse-web)
- name: Run Snyk to check Docker image for vulnerabilities (langfuse-server)
continue-on-error: true
uses: snyk/actions/docker@master
env:
SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
with:
image: langfuse-langfuse-web
image: langfuse-server
args: --file=web/Dockerfile
# Workaround for https://github.com/github/codeql-action/issues/2187
- name: Replace security-severity undefined for license-related findings
run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
- name: Replace security-severity null for license-related findings
run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
- name: Upload result to GitHub Code Scanning
uses: github/codeql-action/upload-sarif@v3
with:
@@ -48,16 +36,9 @@ jobs:
env:
SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
with:
image: langfuse-langfuse-worker
image: langfuse-worker
args: --file=worker/Dockerfile
# Workaround for https://github.com/github/codeql-action/issues/2187
- name: Replace security-severity undefined for license-related findings
run: "sed -i 's/\"security-severity\": \"undefined\"/\"security-severity\": \"0\"/g' snyk.sarif"
- name: Replace security-severity null for license-related findings
run: "sed -i 's/\"security-severity\": \"null\"/\"security-severity\": \"0\"/g' snyk.sarif"
- name: Upload result to GitHub Code Scanning
uses: github/codeql-action/upload-sarif@v3
with:
-22
View File
@@ -1,22 +0,0 @@
name: Close inactive issues
on:
schedule:
- cron: "30 1 * * *"
jobs:
close-issues:
runs-on: ubuntu-latest
permissions:
issues: write
pull-requests: write
steps:
- uses: actions/stale@v9
with:
days-before-issue-stale: 30
days-before-issue-close: 14
stale-issue-label: "stale"
stale-issue-message: "This issue is stale because it has been open for 30 days with no activity."
close-issue-message: "This issue was closed because it has been inactive for 14 days since being marked as stale. Please reopen if the issue persists."
days-before-pr-stale: -1
days-before-pr-close: -1
repo-token: ${{ secrets.GITHUB_TOKEN }}
+2 -1
View File
@@ -7,7 +7,6 @@
# testing
/coverage
/certs/
# database
/prisma/db.sqlite
@@ -39,7 +38,9 @@ yarn-error.log*
.env*
!.env.dev.example
!.env.dev-azure.example
!.env.local.example
!.env.prod.example
!.env.dev.legacy.example
# vercel
.vercel
+135 -16
View File
@@ -53,10 +53,113 @@ A good first step is to search for open [issues](https://github.com/langfuse/lan
### Architecture Overview
See this [diagram](https://langfuse.com/self-hosting#architecture) for an overview of the architecture.
**Langfuse v2**
```mermaid
flowchart TB
subgraph s4["Clients"]
subgraph s2["langfuse/langfuse-python"]
Python["Python low-level SDK"]
Decorator["observe() decorator"] -->|extends| Python
OAI["OpenAI drop-in replacement"] -->|extends| Python
Llamaindex["LlamaIndex Integration"] -->|extends| Python
LCPYTHON["Langchain Python Integration"] -->|extends| Python
Langflow -->|uses| LCPYTHON
LiteLLM -->|uses| Python
end
subgraph s3["langfuse/langfuse-js"]
JS["JS SDK"]
LCJS["Langchain JS Integration"] -->|extends| JS
Flowise -->|uses| LCJS
end
end
DB[Postgres Database]
Redis[Redis]
subgraph s1["Application (langfuse/langfuse/web)"]
API[Public HTTP API]
G[TRPC API]
I[NextAuth]
H[React Frontend]
Prisma[Prisma ORM]
H --> G
H --> I
G --> I
G --- Prisma
API --- Prisma
I --- Prisma
end
Prisma --- DB
JS --- API
Python --- API
```
**Langfuse v3 (work in progress, not released yet)**
> [!NOTE]
> Infrastructure will change in Langfuse version 3.0. More in the [GitHub Discussions](https://github.com/orgs/langfuse/discussions/1902).
> `langfuse/langfuse/worker` is under active development and not recommended for production use in Langfuse 2.x.
```mermaid
flowchart TB
subgraph s4["Clients"]
subgraph s2["langfuse/langfuse-python"]
Python["Python low-level SDK"]
Decorator["observe() decorator"] -->|extends| Python
OAI["OpenAI drop-in replacement"] -->|extends| Python
Llamaindex["LlamaIndex Integration"] -->|extends| Python
LCPYTHON["Langchain Python Integration"] -->|extends| Python
Langflow -->|uses| LCPYTHON
LiteLLM -->|uses| Python
end
subgraph s3["langfuse/langfuse-js"]
JS["JS SDK"]
LCJS["Langchain JS Integration"] -->|extends| JS
Flowise -->|uses| LCJS
end
end
DB[Postgres Database]
Redis[Redis Cache/Queue]
Clickhouse[Clickhouse Database]
subgraph s1["Application (langfuse/langfuse/web)"]
API[Public HTTP API]
G[TRPC API]
I[NextAuth]
H[React Frontend]
ORM
H --> G
H --> I
G --> I
G --- ORM
API --- ORM
I --- ORM
end
subgraph s5["Application (langfuse/langfuse/worker)"]
Worker
end
Worker --- DB
Worker --- Redis
Worker --- Clickhouse
ORM --- DB
ORM --- Redis
ORM --- Clickhouse
JS --- API
Python --- API
```
### Network Overview
> [!NOTE]
> This will change in Langfuse version 3.0. More in the [GitHub Discussions](https://github.com/orgs/langfuse/discussions/1902).
```mermaid
flowchart LR
Browser ---|Web UI & TRPC API| App
@@ -102,12 +205,11 @@ Requirements
**Steps**
1. Install [golang-migrate](https://github.com/golang-migrate/migrate/tree/master/cmd/migrate#migrate-cli) as CLI
2. Fork the repository and clone it locally
1. Fork the repository and clone it locally
2. Run the development database
```bash
git clone https://github.com/langfuse/langfuse.git
cd langfuse
pnpm run infra:dev:up
```
3. Create an env file
@@ -116,23 +218,40 @@ Requirements
cp .env.dev.example .env
```
4. Run the entire infrastructure in dev mode
4. Install dependencies
```bash
pnpm run dx
pnpm install
```
You will be asked whether you want to reset Postgres and ClickHouse. Confirm both with 'Y' and press enter.
5. Run the migrations
5. Open the web app in your browser to start using Langfuse:
All database migrations and configs are in the `shared` package.
- [Sign up page, http://localhost:3000](http://localhost:3000)
- [Demo project, http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a](http://localhost:3000/project/7a88fb47-b4e2-43b8-a06c-a5ce950dc53a)
```bash
pnpm --filter=shared run db:migrate
6. Log in as a test user:
# Optional: seed the database
# pnpm run db:seed
# pnpm run db:seed:examples
# pnpm --filter=shared run db:seed:load
```
- Username: `demo@langfuse.com`
- Password: `password`
6. Start the development server
```bash
pnpm run dev
```
7. Open the web app in the browser:
http://localhost:3000
8. Log in as a test user (after you ran `db:seed` command):
Username: demo@langfuse.com
Password: password
## Monorepo quickstart
@@ -278,7 +397,7 @@ The background color of the following component will be `hsl(var(--primary))` an
| --primary-accent | Primary accent color used for branding | Layout |
| --hover-primary-accent | Primary accent color used for hover effects for links | SignIn and AuthCloudRegionSwitch |
| --muted-green | Muted green for Event label | ObservationTree |
| --muted-magenta | Muted magenta for Generation label | ObservationTree |
| --muted-orange | Muted orange for Generation label | ObservationTree |
| --muted-blue | Muted blue for Span label | ObservationTree |
| --muted-gray | Muted gray for disabled status badges | StatusBadge |
| --accent-light-green | Light green accent for background of output and assistant messages | IOPreview, Generations, Traces |
@@ -320,7 +439,7 @@ You can update the default AI models and prices by adding or updating an entry i
Please note that
- prices are in USD
- the list is ordered by ID, so make sure to keep this order and insert new models at the end of the list
- the list is ordered by ID, so make sure to keep this order
- the `updated_at` field must be updated with the current date in ISO 8601 format. Otherwise, the change will be ignored.
### Transition period until V3 release
+2 -2
View File
@@ -2,8 +2,8 @@ Copyright (c) 2023--2024 Langfuse GmbH
Portions of this software are licensed as follows:
- All content that resides under the "ee/", "web/src/ee/", and/or "worker/src/ee/" directories of this repository, if these directories exist, is licensed under the license defined in "ee/LICENSE".
- All third party components incorporated into the Langfuse Software are licensed under the original license provided by the owner of the applicable component.
- All content that resides under the "ee/" and/or "web/src/ee" directories of this repository, if these directories exist, is licensed under the license defined in "ee/LICENSE".
- All third party components incorporated into the Finto Technologies Software are licensed under the original license provided by the owner of the applicable component.
- Content outside of the above mentioned directories or restrictions above is available under the "MIT Expat" license as defined below.
Permission is hereby granted, free of charge, to any person obtaining a copy
-354
View File
@@ -1,354 +0,0 @@
![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
<div align="center">
<div>
<h3>
<a href="https://langfuse.com/cn">
<strong>🇨🇳 🤝 🪢</strong>
</a> ·
<a href="https://cloud.langfuse.com">
<strong>Langfuse Cloud</strong>
</a> ·
<a href="https://langfuse.com/docs/deployment/self-host">
<strong>自托管</strong>
</a> ·
<a href="https://langfuse.com/demo">
<strong>演示</strong>
</a>
</h3>
</div>
<div>
<a href="https://langfuse.com/docs"><strong>文档</strong></a> ·
<a href="https://langfuse.com/issues"><strong>报告问题</strong></a> ·
<a href="https://langfuse.com/ideas"><strong>功能请求</strong></a> ·
<a href="https://langfuse.com/changelog"><strong>更新日志</strong></a> ·
<a href="https://langfuse.com/roadmap"><strong>路线图</strong></a> ·
</div>
<br/>
<span>Langfuse 使用 <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> 作为支持和功能请求的平台。</span>
<br/>
<span><b>我们正在招聘。</b> <a href="https://langfuse.com/careers"><strong>加入我们</strong></a>,从事产品工程和技术市场职位。</span>
<br/>
<br/>
<div>
</div>
</div>
<p align="center">
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
<img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
</a>
<a href="https://www.ycombinator.com/companies/langfuse">
<img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23">
</a>
<a href="https://hub.docker.com/u/langfuse" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff">
</a>
<a href="https://pypi.python.org/pypi/langfuse">
<img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi">
</a>
<a href="https://www.npmjs.com/package/langfuse">
<img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package">
</a>
<br/>
<a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
<img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="在 Discord 上聊天">
</a>
<a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
<img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
alt="在 X (Twitter) 上关注">
</a>
<a href="https://www.linkedin.com/company/langfuse/" target="_blank">
<img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
alt="在 LinkedIn 上关注">
</a>
<a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
<img alt="过去一个月的提交" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a">
</a>
<a href="https://github.com/langfuse/langfuse/" target="_blank">
<img alt="已关闭的问题" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98">
</a>
<a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
<img alt="讨论帖数量" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8">
</a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
Langfuse 是一个 **开源 LLM 工程** 平台。它帮助团队协作 **开发、监控、评估** 以及 **调试** AI 应用。Langfuse 可在几分钟内 **自托管**,并且经过 **实战考验**
[![Langfuse 概览视频](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
## ✨ 核心特性
![Langfuse 概览](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
- [LLM 应用可观察性](https://langfuse.com/docs/tracing):为你的应用插入仪表代码,并开始将追踪数据传送到 Langfuse,从而追踪 LLM 调用及应用中其他相关逻辑(如检索、嵌入或代理操作)。检查并调试复杂日志及用户会话。试试互动的 [演示](https://langfuse.com/docs/demo) 看看效果。
- [提示管理](https://langfuse.com/docs/prompts/get-started) 帮助你集中管理、版本控制并协作迭代提示。得益于服务器和客户端的高效缓存,你可以在不增加延迟的情况下反复迭代提示。
- [评估](https://langfuse.com/docs/scores/overview) 是 LLM 应用开发流程的关键组成部分,Langfuse 能够满足你的多样需求。它支持 LLM 作为“裁判”、用户反馈收集、手动标注以及通过 API/SDK 实现自定义评估流程。
- [数据集](https://langfuse.com/docs/datasets/overview) 为评估你的 LLM 应用提供测试集和基准。它们支持持续改进、部署前测试、结构化实验、灵活评估,并能与 LangChain、LlamaIndex 等框架无缝整合。
- [LLM 试玩平台](https://langfuse.com/docs/playground) 是用于测试和迭代提示及模型配置的工具,缩短反馈周期,加速开发。当你在追踪中发现异常结果时,可以直接跳转至试玩平台进行调整。
- [综合 API](https://langfuse.com/docs/api):Langfuse 常用于驱动定制化的 LLMOps 工作流程,同时利用 Langfuse 提供的构建模块和 API。我们提供 OpenAPI 规格、Postman 集合以及针对 Python 和 JS/TS 的类型化 SDK。
## 📦 部署 Langfuse
![Langfuse 部署选项](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
### Langfuse Cloud
由 Langfuse 团队管理的部署,提供慷慨的免费额度(爱好者计划),无需信用卡。
<div align="center">
<a href="https://cloud.langfuse.com" target="_blank">
<img alt="注册 Langfuse Cloud" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
</a>
</div>
### 自托管 Langfuse
在你自己的基础设施上运行 Langfuse:
- [本地(docker compose](https://langfuse.com/self-hosting/local):使用 Docker Compose 在你的机器上于 5 分钟内运行 Langfuse。
````bash:README.md/docker-compose
# 获取最新的 Langfuse 仓库副本
git clone https://github.com/langfuse/langfuse.git
cd langfuse
# 运行 Langfuse 的 docker compose
docker compose up
`````
- [KubernetesHelm](https://langfuse.com/self-hosting/kubernetes-helm):使用 Helm 在 Kubernetes 集群上部署 Langfuse。这是推荐的生产环境部署方式。
- [虚拟机](https://langfuse.com/self-hosting/docker-compose):使用 Docker Compose 在单台虚拟机上部署 Langfuse。
- 【计划中】:针对各云平台的部署指南,欢迎在以下讨论中投票和评论:[AWS](https://github.com/orgs/langfuse/discussions/4645)、[Google Cloud](https://github.com/langfuse/discussions/4646)、[Azure](https://github.com/orgs/langfuse/discussions/4647)。
请参阅 [自托管文档](https://langfuse.com/self-hosting) 了解更多关于架构和配置选项的信息。
## 🔌 集成
![Langfuse 集成](https://langfuse.com/images/docs/github-readme/github-integrations.png)
### 主要集成:
| 集成 | 支持语言/平台 | 描述 |
| ---------------------------------------------------------------------- | ------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------- |
| [SDK](https://langfuse.com/docs/sdk) | Python, JS/TS | 使用 SDK 进行手动仪表化,实现全面灵活性。 |
| [OpenAI](https://langfuse.com/docs/integrations/openai) | Python, JS/TS | 通过直接替换 OpenAI SDK 实现自动仪表化。 |
| [Langchain](https://langfuse.com/docs/integrations/langchain) | Python, JS/TS | 通过传入回调处理器至 Langchain 应用实现自动仪表化。 |
| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python | 通过 LlamaIndex 回调系统实现自动仪表化。 |
| [Haystack](https://langfuse.com/docs/integrations/haystack) | Python | 通过 Haystack 内容追踪系统实现自动仪表化。 |
| [LiteLLM](https://langfuse.com/docs/integrations/litellm) | Python, JS/TS (仅代理) | 允许使用任何 LLM 替代 GPT。支持 Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate100+ LLMs)。 |
| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk) | JS/TS | 基于 TypeScript 的工具包,帮助开发者使用 React、Next.js、Vue、Svelte 和 Node.js 构建 AI 驱动的应用。 |
| [API](https://langfuse.com/docs/api) | | 直接调用公共 API。提供 OpenAPI 规格。 |
### 与 Langfuse 集成的软件包:
| 名称 | 类型 | 描述 |
| ---------------------------------------------------------------------- | ------------------- | -------------------------------------------------------------------------------------------------------- |
| [Instructor](https://langfuse.com/docs/integrations/instructor) | 库 | 用于获取结构化 LLM 输出(JSON、Pydantic)的库。 |
| [DSPy](https://langfuse.com/docs/integrations/dspy) | 库 | 一个系统性优化语言模型提示和权重的框架。 |
| [Mirascope](https://langfuse.com/docs/integrations/mirascope) | 库 | 构建 LLM 应用的 Python 工具包。 |
| [Ollama](https://langfuse.com/docs/integrations/ollama) | 模型(本地) | 在你的机器上轻松运行开源 LLM。 |
| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 模型 | 在 AWS 上运行基础模型和微调模型。 |
| [AutoGen](https://langfuse.com/docs/integrations/autogen) | 代理框架 | 用于构建分布式代理的开源 LLM 平台。 |
| [Flowise](https://langfuse.com/docs/integrations/flowise) | 聊天/代理界面 | 基于 JS/TS 的无代码构建器,用于定制化 LLM 流程。 |
| [Langflow](https://langfuse.com/docs/integrations/langflow) | 聊天/代理界面 | 基于 Python 的 LangChain 用户界面,采用 react-flow 设计,提供便捷的实验与原型构建体验。 |
| [Dify](https://langfuse.com/docs/integrations/dify) | 聊天/代理界面 | 带有无代码构建器的开源 LLM 应用开发平台。 |
| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui) | 聊天/代理界面 | 自托管的 LLM 聊天网页界面,支持包括自托管和本地模型在内的多种 LLM 运行器。 |
| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo) | 工具 | 开源 LLM 测试平台。 |
| [LobeChat](https://langfuse.com/docs/integrations/lobechat) | 聊天/代理界面 | 开源聊天机器人平台。 |
| [Vapi](https://langfuse.com/docs/integrations/vapi) | 平台 | 开源语音 AI 平台。 |
| [Inferable](https://langfuse.com/docs/integrations/other/inferable) | 代理 | 构建分布式代理的开源 LLM 平台。 |
| [Gradio](https://langfuse.com/docs/integrations/other/gradio) | 聊天/代理界面 | 开源 Python 库,可用于构建类似聊天 UI 的网页界面。 |
| [Goose](https://langfuse.com/docs/integrations/goose) | 代理 | 构建分布式代理的开源 LLM 平台。 |
| [smolagents](https://langfuse.com/docs/integrations/smolagents) | 代理 | 开源 AI 代理框架。 |
| [CrewAI](https://langfuse.com/docs/integrations/crewai) | 代理 | 多代理框架,用于实现代理之间的协作与工具调用。 |
## 🚀 快速入门
为你的应用增加仪表代码,并开始将追踪数据上传到 Langfuse,从而记录 LLM 调用及应用中其他相关逻辑(如检索、嵌入或代理操作)。
### 1️⃣ 创建新项目
1. [创建 Langfuse 账户](https://cloud.langfuse.com/auth/sign-up) 或 [自托管](https://langfuse.com/self-hosting)
2. 创建一个新项目
3. 在项目设置中创建新的 API 凭证
### 2️⃣ 记录你的第一个 LLM 调用
使用 [<code>@observe()</code> 装饰器](https://langfuse.com/docs/sdk/python/decorators) 可轻松跟踪任何 Python LLM 应用。在本快速入门中,我们还使用了 Langfuse 的 [OpenAI 集成](https://langfuse.com/docs/integrations/openai) 来自动捕获所有模型参数。
> [!提示]
> 不使用 OpenAI?请访问 [我们的文档](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) 了解如何记录其他模型和框架。
安装依赖:
````bash
pip install langfuse openai
````
配置环境变量(创建名为 **.env** 的文件):
````bash:.env
LANGFUSE_SECRET_KEY="sk-lf-..."
LANGFUSE_PUBLIC_KEY="pk-lf-..."
LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 欧盟区域
# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 美洲区域
````
创建示例代码(文件名:**main.py**):
````python:main.py
from langfuse.decorators import observe
from langfuse.openai import openai # OpenAI 集成
@observe()
def story():
return openai.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "What is Langfuse?"}],
).choices[0].message.content
@observe()
def main():
return story()
main()
````
### 3️⃣ 在 Langfuse 中查看追踪记录
在 Langfuse 中查看你的语言模型调用及其他应用逻辑。
![示例追踪记录](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
_[Langfuse 中的公共示例追踪](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
> [!提示]
>
> [了解更多](https://langfuse.com/docs/tracing) 关于 Langfuse 中的追踪,或试试 [互动演示](https://langfuse.com/docs/demo)。
## ⭐️ 给我们加星
![为 Langfuse 加星](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
## 💭 支持
查找问题答案:
- 我们的 [文档](https://langfuse.com/docs) 是查找答案的最佳起点。内容全面,我们投入大量时间进行维护。你也可以通过 GitHub 提出文档修改建议。
- [Langfuse 常见问题](https://langfuse.com/faq) 解答了最常见的问题。
- 使用 “[Ask AI](https://langfuse.com/docs/ask-ai)” 立即获取问题答案。
支持渠道:
- **在 GitHub Discussions 的 [公共问答](https://github.com/orgs/langfuse/discussions/categories/support) 中提出任何问题。** 请尽量提供详细信息(如代码片段、截图、背景信息)以帮助我们理解你的问题。
- 在 GitHub Discussions 中 [提出功能请求](https://github.com/orgs/langfuse/discussions/categories/ideas)。
- 在 GitHub Issues 中 [报告 Bug](https://github.com/langfuse/langfuse/issues)。
- 对于时效性较强的问题,请通过应用内聊天小部件联系我们。
## 🤝 贡献
欢迎你的贡献!
- 在 GitHub Discussions 中为 [想法](https://github.com/orgs/langfuse/discussions/categories/ideas)投票。
- 提出并评论 [问题](https://github.com/langfuse/langfuse/issues)。
- 提交 PR —— 详情请参见 [CONTRIBUTING.md](CONTRIBUTING.md),了解如何搭建开发环境。
## 🥇 许可证
除 `ee` 文件夹外,本仓库采用 MIT 许可证。详情请参见 [LICENSE](LICENSE) 以及 [文档](https://langfuse.com/docs/open-source)。
## ⭐️ 星标历史
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="星标历史图表" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
</picture>
</a>
## ❤️ 使用 Langfuse 的开源项目
以下是使用 Langfuse 的顶级开源 Python 项目,按星标数排名([来源](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
| 仓库 | 星数 |
| :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify) | 54865 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui) | 51531 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat) | 49003 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow) | 39093 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index) | 37368 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat) | 32486 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise) | 32448 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb) | 26931 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty) | 24195 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog) | 22618 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm) | 15151 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe) | 11037 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks) | 9386 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses) | 8385 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT) | 7374 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent) | 5391 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo) | 4976 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook) | 4141 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI) | 2526 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow) | 2061 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent) | 1161 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines) | 1100 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread) | 1074 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee) | 971 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain) | 823 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane) | 677 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq) | 639 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) | 514 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course) | 394 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho) | 384 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) | 370 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT) | 324 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss) | 305 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper) | 304 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose) | 295 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools) | 291 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima) | 221 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai) | 172 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs) | 148 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps) | 138 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB) | 135 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs) | 129 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai) | 128 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) | 126 |
## 🔒 安全与隐私
我们非常重视数据安全和隐私。更多信息请参阅我们的 [安全与隐私](https://langfuse.com/security) 页面。
### 遥测
默认情况下,Langfuse 会自动将自托管实例的基础使用统计数据上传至集中服务器(PostHog)。
这有助于我们:
1. 了解 Langfuse 的使用情况,并改进最关键的功能。
2. 跟踪整体使用数据,以便内部及外部(例如筹款)报告。
所有数据均不会与第三方共享,也不包含任何敏感信息。我们对这一过程保持高度透明,你可以在 [此处](/web/src/features/telemetry/index.ts) 查看我们收集的具体数据。
你可以通过设置 `TELEMETRY_ENABLED=false` 来选择退出。
````
-361
View File
@@ -1,361 +0,0 @@
![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
<div align="center">
<div>
<h3>
<a href="https://langfuse.com/jp">
<strong>🇯🇵 🤝 🪢</strong>
</a> ·
<a href="https://cloud.langfuse.com">
<strong>Langfuse Cloud</strong>
</a> ·
<a href="https://langfuse.com/docs/deployment/self-host">
<strong>セルフホスティング</strong>
</a> ·
<a href="https://langfuse.com/demo">
<strong>デモ</strong>
</a>
</h3>
</div>
<div>
<a href="https://langfuse.com/docs"><strong>ドキュメント</strong></a> ·
<a href="https://langfuse.com/issues"><strong>バグ報告</strong></a> ·
<a href="https://langfuse.com/ideas"><strong>機能リクエスト</strong></a> ·
<a href="https://langfuse.com/changelog"><strong>変更履歴</strong></a> ·
<a href="https://langfuse.com/roadmap"><strong>ロードマップ</strong></a> ·
</div>
<br/>
<span>Langfuseは、サポートと機能リクエストのために <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> を利用しています。</span>
<br/>
<span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>チームに加わる</strong></a> (製品エンジニアリングおよびテクニカルGTMのポジション)への応募をお待ちしています。</span>
<br/>
<br/>
<div>
</div>
</div>
<p align="center">
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
<img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
</a>
<a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
<a href="https://hub.docker.com/u/langfuse" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
<a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
<a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
<br/>
<a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
<img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="chat on Discord"></a>
<a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
<img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
alt="follow on X(Twitter)"></a>
<a href="https://www.linkedin.com/company/langfuse/" target="_blank">
<img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
alt="follow on LinkedIn"></a>
<a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
<img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langfuse/langfuse/" target="_blank">
<img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
<img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
Langfuseは**オープンソースのLLMエンジニアリング**プラットフォームです。
チームが共同でAIアプリケーションを**開発、監視、評価**、および**デバッグ**するのを支援します。
Langfuseは**数分でセルフホスト可能**で、**多くの実績を持つ**システムです。
[![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
## ✨ コア機能
![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
- **[LLMアプリケーションの可観測性](https://langfuse.com/docs/tracing):**
アプリケーションにインストゥルメンテーションを導入し、Langfuseへトレースを取り込むことで、LLM呼び出しやリトリーバル、埋め込み、エージェントアクションなどの関連ロジックを追跡できます。
複雑なログやユーザーセッションを解析・デバッグできます。
インタラクティブな[デモ](https://langfuse.com/docs/demo)で動作を確認してください。
- **[プロンプト管理](https://langfuse.com/docs/prompts/get-started):**
プロンプトを一元管理し、バージョン管理しながら共同で改善を行えます。
サーバーおよびクライアント側で強力なキャッシングを行うため、アプリケーションのレイテンシを増やすことなくプロンプトの改良が可能です。
- **[評価](https://langfuse.com/docs/scores/overview):**
評価はLLMアプリケーション開発ワークフローの要であり、Langfuseは多様なニーズに対応します。
LLMを判定者として用いる方法、ユーザーフィードバックの収集、手動によるラベリング、API/SDKを通じたカスタム評価パイプラインをサポートします。
- **[データセット](https://langfuse.com/docs/datasets/overview):**
LLMアプリケーション評価用のテストセットやベンチマークを構築できます。
継続的な改善、事前デプロイテスト、構造化された実験、柔軟な評価、さらにLangChainやLlamaIndexなどとのシームレスな統合をサポートします。
- **[LLMプレイグラウンド](https://langfuse.com/docs/playground):**
プロンプトやモデル設定のテスト・反復作業を支援するツールで、フィードバックループを短縮し開発を加速します。
トレースで不具合が見つかった場合、直接プレイグラウンドへ飛び、迅速に改善できます。
- **[包括的なAPI](https://langfuse.com/docs/api):**
LangfuseはAPIを通じて提供されるビルディングブロックを用い、カスタムLLMOpsワークフローの基盤として頻繁に利用されます。
OpenAPI仕様、Postmanコレクション、PythonやJS/TS向けの型付きSDKが利用可能です。
## 📦 Langfuseのデプロイ
![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
### Langfuse Cloud
Langfuseチームによるマネージドデプロイメント。充実した無料プラン(ホビープラン)で、クレジットカード不要です。
<div align="center">
<a href="https://cloud.langfuse.com" target="_blank">
<img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
</a>
</div>
### セルフホスティング Langfuse
自身のインフラ上でLangfuseを実行できます:
- **[Local (docker compose)](https://langfuse.com/self-hosting/local):**
Docker Composeを使用して、たった5分で自分のマシン上でLangfuseを実行できます.
```bash
# 最新のLangfuseリポジトリのコピーを取得
git clone https://github.com/langfuse/langfuse.git
cd langfuse
# Langfuseのdocker composeを起動
docker compose up
```
- **[Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm):**
Helmを使用してKubernetesクラスター上でLangfuseを実行します。
こちらが推奨される本番環境でのデプロイ方法です。
- **[VM](https://langfuse.com/self-hosting/docker-compose):**
Docker Composeを使用して、単一の仮想マシン上でLangfuseを実行します。
- **Planned:**
クラウド固有のデプロイガイドは計画中です。以下のスレッドに対して投票やコメントをお願いします:
[AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
[セルフホスティングのドキュメント](https://langfuse.com/self-hosting)を参照し、アーキテクチャや設定オプションの詳細をご確認ください。
## 🔌 インテグレーション
![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
### 主なインテグレーション:
| インテグレーション | 対応言語・環境 | 説明 |
| ----------------------------------------------------------------------------------- | ------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------- |
| [SDK](https://langfuse.com/docs/sdk) | Python, JS/TS | SDKを利用して手動でインストゥルメンテーションを実装し、完全な柔軟性を提供します。 |
| [OpenAI](https://langfuse.com/docs/integrations/openai) | Python, JS/TS | OpenAI SDKのドロップイン置換による自動インストゥルメンテーションを実現します。 |
| [Langchain](https://langfuse.com/docs/integrations/langchain) | Python, JS/TS | Langchainアプリケーションにコールバックハンドラーを渡すことで自動的に計測します。 |
| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python | LlamaIndexのコールバックシステムを介して自動的にインストゥルメントします。 |
| [Haystack](https://langfuse.com/docs/integrations/haystack) | Python | Haystackのコンテンツトレースシステムを利用した自動インストゥルメンテーションを実現します。 |
| [LiteLLM](https://langfuse.com/docs/integrations/litellm) | Python, JS/TS (proxy only)| GPTのドロップイン置換として任意のLLMを使用できます。Azure、OpenAI、Cohere、Anthropic、Ollama、VLLM、Sagemaker、HuggingFace、Replicate100+ LLM)に対応。 |
| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk) | JS/TS | React、Next.js、Vue、Svelte、Node.jsを使用してAI搭載アプリケーションの構築を支援するTypeScriptツールキットです。 |
| [API](https://langfuse.com/docs/api) | | 公開APIを直接呼び出すことが可能です。OpenAPI仕様も利用できます。 |
### Langfuseと統合されているパッケージ:
| 名前 | タイプ | 説明 |
| ------------------------------------------------------------------------- | ------------------ | --------------------------------------------------------------------------------------------------------- |
| [Instructor](https://langfuse.com/docs/integrations/instructor) | ライブラリ | 構造化されたLLM出力(JSON、Pydantic)を取得するためのライブラリ |
| [DSPy](https://langfuse.com/docs/integrations/dspy) | ライブラリ | LLMプロンプトや重み付けを体系的に最適化するためのフレームワーク |
| [Mirascope](https://langfuse.com/docs/integrations/mirascope) | ライブラリ | LLMアプリケーション構築用のPythonツールキット |
| [Ollama](https://langfuse.com/docs/integrations/ollama) | モデル(ローカル) | オープンソースLLMを手軽にローカルで実行するためのツール |
| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | モデル | AWS上でファウンデーションモデルやファインチューニング済みモデルを実行 |
| [Google VertexAI and Gemini](https://langfuse.com/docs/integrations/google-vertex-ai) | モデル | Google上でファウンデーションモデルやファインチューニング済みモデルを実行 |
| [AutoGen](https://langfuse.com/docs/integrations/autogen) | エージェントフレームワーク | 分散型エージェント構築のためのオープンソースLLMプラットフォーム |
| [Flowise](https://langfuse.com/docs/integrations/flowise) | チャット/エージェント UI | JS/TSのノーコードビルダーで、カスタマイズ可能なLLMフローを構築 |
| [Langflow](https://langfuse.com/docs/integrations/langflow) | チャット/エージェント UI | PythonベースのUIで、react-flowを用いてLangChainの実験やプロトタイピングを容易に実現 |
| [Dify](https://langfuse.com/docs/integrations/dify) | チャット/エージェント UI | ノーコードでLLMアプリ開発が可能なオープンソースプラットフォーム |
| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui) | チャット/エージェント UI | 自前ホストおよびローカルモデルに対応するLLMチャットWeb UI |
| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo) | ツール | オープンソースのLLMテストプラットフォーム |
| [LobeChat](https://langfuse.com/docs/integrations/lobechat) | チャット/エージェント UI | オープンソースのチャットボットプラットフォーム |
| [Vapi](https://langfuse.com/docs/integrations/vapi) | プラットフォーム | オープンソースの音声AIプラットフォーム |
| [Inferable](https://langfuse.com/docs/integrations/other/inferable) | エージェント | 分散型エージェント構築のためのオープンソースLLMプラットフォーム |
| [Gradio](https://langfuse.com/docs/integrations/other/gradio) | チャット/エージェント UI | チャットUIなどのWebインターフェース構築のためのオープンソースPythonライブラリ |
| [Goose](https://langfuse.com/docs/integrations/goose) | エージェント | 分散型エージェント構築のためのオープンソースLLMプラットフォーム |
| [smolagents](https://langfuse.com/docs/integrations/smolagents) | エージェント | オープンソースのAIエージェントフレームワーク |
| [CrewAI](https://langfuse.com/docs/integrations/crewai) | エージェント | エージェントの協調とツール利用を実現するマルチエージェントフレームワーク |
## 🚀 クイックスタート
アプリケーションにインストゥルメンテーションを導入し、LLM呼び出しやリトリーバル、埋め込み、エージェントアクションなどの動作をLangfuseに記録しましょう。
複雑なログやユーザーセッションの解析・デバッグが可能になります。
### 1️⃣ 新規プロジェクトの作成
1. [Langfuseアカウント作成](https://cloud.langfuse.com/auth/sign-up) または [セルフホスト](https://langfuse.com/self-hosting)
2. 新規プロジェクトを作成
3. プロジェクト設定で新しいAPIクレデンシャルを作成
### 2️⃣ 初めてのLLM呼び出しのログ記録
[`@observe()` デコレーター](https://langfuse.com/docs/sdk/python/decorators)を利用することで、任意のPython製LLMアプリケーションのトレースが簡単に行えます。
このクイックスタートでは、Langfuseの[OpenAI統合](https://langfuse.com/docs/integrations/openai)を使用して、全てのモデルパラメータを自動で取得します。
> [!TIP]
> OpenAIを利用していない場合は、[こちらのドキュメント](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)で、他のモデルやフレームワークのログ記録方法をご確認ください。
```bash
pip install langfuse openai
```
```bash filename=".env"
LANGFUSE_SECRET_KEY="sk-lf-..."
LANGFUSE_PUBLIC_KEY="pk-lf-..."
LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EUリージョン
# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 USリージョン
```
```python:/@observe()/ /from langfuse.openai import openai/ filename="main.py"
from langfuse.decorators import observe
from langfuse.openai import openai # OpenAI統合
@observe()
def story():
return openai.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "What is Langfuse?"}],
).choices[0].message.content
@observe()
def main():
return story()
main()
```
### 3️⃣ Langfuseでトレースを確認する
Langfuse上で、LLM呼び出しおよびその他のアプリケーションロジックのトレースを確認できます。
![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
_[Langfuseの公開トレース例](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
> [!TIP]
>
> Langfuseでのトレースの詳細については、[こちら](https://langfuse.com/docs/tracing)をご参照いただくか、[インタラクティブデモ](https://langfuse.com/docs/demo)でお試しください。
## ⭐️ Star Langfuse
![Star Langfuse](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
## 💭 サポート
質問の回答をお探しの場合は:
- 当社の[ドキュメント](https://langfuse.com/docs)は、回答を探すための最良の出発点です。内容が充実しており、継続的なメンテナンスに努めています。GitHubを通じてドキュメントへの修正提案も可能です。
- よくある質問は[Langfuse FAQ](https://langfuse.com/faq)にまとめられています。
- [Ask AI](https://langfuse.com/docs/ask-ai)を利用すれば、質問に対して即座に回答を得ることができます。
- 日本語のサポートや決済, 請求書払いなどをお求めの場合は、日本のリセラー (https://gao-ai.com) にご相談ください。
サポートチャネル:
- **GitHub Discussionsの[パブリックQ&A](https://github.com/orgs/langfuse/discussions/categories/support)で質問してください。**
質問には、コードスニペット、スクリーンショット、背景情報など、できるだけ詳細な情報を含めるとスムーズな対応が可能です。
- GitHub Discussionsで[機能リクエスト](https://github.com/orgs/langfuse/discussions/categories/ideas)を投稿してください。
- GitHub Issuesにて[バグ報告](https://github.com/langfuse/langfuse/issues)を行ってください。
- 緊急の問い合わせの場合は、アプリ内チャットウィジェットでご連絡ください。
## 🤝 貢献
皆様からの貢献を歓迎します!
- GitHub Discussionsの[アイデア](https://github.com/orgs/langfuse/discussions/categories/ideas)に投票してください。
- [Issues](https://github.com/langfuse/langfuse/issues)を作成・コメントしてください。
- プルリクエストを送信してください。開発環境のセットアップ方法については[CONTRIBUTING.md](CONTRIBUTING.md)をご参照ください。
## 🥇 ライセンス
このリポジトリは、`ee`フォルダを除き、MITライセンスの下で公開されています。
詳細は[LICENSE](LICENSE)および[オープンソースに関するドキュメント](https://langfuse.com/docs/open-source)をご確認ください。
## ⭐️ スターの履歴
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
</picture>
</a>
## ❤️ Langfuseを利用しているオープンソースプロジェクト
Langfuseを利用している主要なオープンソースPythonプロジェクト(スター数順): ([出典](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents))
| リポジトリ | スター |
| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify) | 54865 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui) | 51531 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat) | 49003 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow) | 39093 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index) | 37368 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat) | 32486 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise) | 32448 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb) | 26931 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty) | 24195 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog) | 22618 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm) | 15151 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe) | 11037 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks) | 9386 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses) | 8385 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT) | 7374 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent) | 5391 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo) | 4976 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook) | 4141 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI) | 2526 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow) | 2061 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent) | 1161 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines) | 1100 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread) | 1074 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee) | 971 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain) | 823 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane) | 677 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq) | 639 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) | 514 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course) | 394 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho) | 384 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) | 370 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT) | 324 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss) | 305 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper) | 304 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose) | 295 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools) | 291 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima) | 221 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai) | 172 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs) | 148 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps) | 138 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB) | 135 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs) | 129 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai) | 128 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) | 126 |
## 🔒 セキュリティとプライバシー
データのセキュリティとプライバシーは非常に重要です。
詳細につきましては、[セキュリティとプライバシー](https://langfuse.com/security)ページをご参照ください。
### テレメトリー
デフォルトでは、Langfuseは以下の目的でセルフホストされたインスタンスの基本的な使用統計情報を中央サーバ(PostHog)へ自動的に報告します。
1. Langfuseの利用状況を把握し、最も重要な機能の改善に役立てる
2. 内部および外部(例:資金調達)のレポートのために全体の利用状況を追跡する
収集されたデータは第三者と共有されず、機微な情報は一切含まれていません。
当社はこの点について極力透明性を保っており、収集される具体的なデータの詳細は[こちら](/web/src/features/telemetry/index.ts)で確認できます。
`TELEMETRY_ENABLED=false` を設定することで、テレメトリーの報告をオプトアウトできます.
-339
View File
@@ -1,339 +0,0 @@
![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
<div align="center">
<div>
<h3>
<a href="https://langfuse.com/kr">
<strong>🇰🇷 🤝 🪢</strong>
</a> ·
<a href="https://cloud.langfuse.com">
<strong>Langfuse Cloud</strong>
</a> ·
<a href="https://langfuse.com/docs/deployment/self-host">
<strong>셀프 호스트</strong>
</a> ·
<a href="https://langfuse.com/demo">
<strong>데모</strong>
</a>
</h3>
</div>
<div>
<a href="https://langfuse.com/docs"><strong>문서</strong></a> ·
<a href="https://langfuse.com/issues"><strong>버그 신고</strong></a> ·
<a href="https://langfuse.com/ideas"><strong>기능 요청</strong></a> ·
<a href="https://langfuse.com/changelog"><strong>변경 내역</strong></a> ·
<a href="https://langfuse.com/roadmap"><strong>로드맵</strong></a> ·
</div>
<br/>
<span>Langfuse는 지원 및 기능 요청을 위해 <a href="https://github.com/orgs/langfuse/discussions"><strong>GitHub Discussions</strong></a>를 사용합니다.</span>
<br/>
<span><b>채용 중입니다.</b> <a href="https://langfuse.com/careers"><strong>함께 하세요</strong></a> 제품 엔지니어링 및 기술 go-to-market 역할의 인재를 찾고 있습니다.</span>
<br/>
<br/>
<div>
</div>
</div>
<p align="center">
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
<img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
</a>
<a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
<a href="https://hub.docker.com/u/langfuse" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
<a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
<a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
<br/>
<a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
<img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="chat on Discord"></a>
<a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
<img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
alt="follow on X(Twitter)"></a>
<a href="https://www.linkedin.com/company/langfuse/" target="_blank">
<img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
alt="follow on LinkedIn"></a>
<a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
<img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langfuse/langfuse/" target="_blank">
<img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
<img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
Langfuse는 **오픈 소스 LLM 엔지니어링** 플랫폼입니다.
팀이 협업하여 AI 애플리케이션을 **개발, 모니터링, 평가** 및 **디버그**할 수 있도록 도와줍니다.
Langfuse는 몇 분 안에 셀프 호스팅할 수 있으며, 검증된(battle-tested) 솔루션입니다.
[![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
## ✨ 주요 기능
![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
- **LLM 애플리케이션 관측**
앱에 계측(instrumentation)을 추가하여 Langfuse로 trace 데이터를 수집함으로써, 검색, 임베딩, 또는 에이전트 동작과 같은 LLM 호출 및 기타 관련 로직을 추적할 수 있습니다. 복잡한 로그와 사용자 세션을 확인 및 디버깅 해보세요. 인터랙티브 데모를 통해 실제 작동 예를 확인할 수 있습니다.
- **프롬프트 관리**
프롬프트를 중앙에서 관리하고 버전 관리하며 협업으로 수정할 수 있도록 도와줍니다. 서버와 클라이언트 측의 강력한 캐싱 덕분에 애플리케이션에 지연(latency)을 추가하지 않고도 프롬프트를 반복 개선할 수 있습니다.
- **평가**
LLM 애플리케이션 개발 워크플로우에서 핵심적인 역할을 하며, Langfuse는 여러분의 필요에 맞게 유연하게 대응합니다. LLM을 심사자로 활용하는 기능, 사용자 피드백 수집, 수동 라벨링 및 API/SDK를 통한 맞춤 평가 파이프라인을 지원합니다.
- **데이터셋**
LLM 애플리케이션 평가를 위한 테스트 세트와 벤치마크를 제공하여, 지속적인 개선, 배포 전 테스트, 구조화된 실험, 유연한 평가 및 LangChain과 LlamaIndex와 같은 프레임워크와의 원활한 통합을 지원합니다.
- **LLM 플레이그라운드**
프롬프트와 모델 구성에 대해 테스트 및 반복 개선할 수 있는 도구로, 피드백 루프를 단축하여 개발 속도를 높여줍니다. trace에서 이상한 결과가 발생하면 플레이그라운드로 바로 이동해 개선할 수 있습니다.
- **종합 API**
Langfuse는 API를 통해 제공되는 구성 요소들을 활용하여 맞춤형 LLMOps 워크플로우를 강화하는 데 자주 사용됩니다. OpenAPI 명세, Postman 컬렉션, Python 및 JS/TS용 타입드 SDK가 제공됩니다.
## 📦 Langfuse 배포
![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
### Langfuse Cloud
Langfuse 팀이 관리하는 배포 방식으로, 후한 무료 플랜(취미 플랜)을 제공하며 신용카드가 필요하지 않습니다.
<div align="center">
<a href="https://cloud.langfuse.com" target="_blank">
<img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
</a>
</div>
### Langfuse 셀프 호스트
자체 인프라에서 Langfuse를 실행하세요:
- [로컬 (docker compose)](https://langfuse.com/self-hosting/local): Docker Compose를 사용하여 본인의 컴퓨터에서 5분 안에 Langfuse를 실행할 수 있습니다.
```bash
# 최신 Langfuse 저장소 클론
git clone https://github.com/langfuse/langfuse.git
cd langfuse
# langfuse docker compose 실행
docker compose up
```
- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Helm을 사용해 Kubernetes 클러스터에서 Langfuse를 실행합니다. 이는 권장되는 프로덕션 배포 방식입니다.
- [VM](https://langfuse.com/self-hosting/docker-compose): Docker Compose를 사용해 단일 가상 머신에서 Langfuse를 실행합니다.
- 예정: 클라우드별 배포 가이드 – 아래 스레드에서 투표 및 댓글을 남겨주세요: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
자세한 내용은 [자체 호스팅 문서](https://langfuse.com/self-hosting)를 참조하세요.
## 🔌 통합 기능
![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
### 주요 통합:
| 통합 | 지원 | 설명 |
| --------------------------------------------------------------------- | ---------------------- | ----------------------------------------------------------------------------------------------------------------------------------------- |
| [SDK](https://langfuse.com/docs/sdk) | Python, JS/TS | SDK를 사용하여 완전한 유연성을 갖춘 수동 계측(manual instrumentation)을 수행합니다. |
| [OpenAI](https://langfuse.com/docs/integrations/openai) | Python, JS/TS | OpenAI SDK의 드롭인 대체(drop-in replacement)를 통해 자동 계측(automated instrumentation)을 수행합니다. |
| [Langchain](https://langfuse.com/docs/integrations/langchain) | Python, JS/TS | Langchain 애플리케이션에 callback 핸들러를 전달하여 자동 계측합니다. |
| [LlamaIndex](https://langfuse.com/docs/integrations/llama-index/get-started) | Python | LlamaIndex 콜백 시스템을 통한 자동 계측을 지원합니다. |
| [Haystack](https://langfuse.com/docs/integrations/haystack) | Python | Haystack 콘텐츠 추적 시스템을 통한 자동 계측을 지원합니다. |
| [LiteLLM](https://langfuse.com/docs/integrations/litellm) | Python, JS/TS (proxy only) | GPT의 드롭인 대체품으로 어떤 LLM도 사용할 수 있습니다. Azure, OpenAI, Cohere, Anthropic, Ollama, VLLM, Sagemaker, HuggingFace, Replicate 등 100개 이상의 LLM 지원. |
| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk) | JS/TS | React, Next.js, Vue, Svelte, Node.js와 함께 AI 기반 애플리케이션 구축을 돕는 TypeScript 툴킷입니다. |
| [API](https://langfuse.com/docs/api) | | 공개 API를 직접 호출합니다. OpenAPI 명세가 제공됩니다. |
### Langfuse와 통합된 패키지:
| 이름 | 유형 | 설명 |
| ----------------------------------------------------------------------- | ------------------ | ---------------------------------------------------------------------------------------------------------------- |
| [Instructor](https://langfuse.com/docs/integrations/instructor) | 라이브러리 | 구조화된 LLM 출력을(JSON, Pydantic) 얻기 위한 라이브러리입니다. |
| [DSPy](https://langfuse.com/docs/integrations/dspy) | 라이브러리 | 언어 모델 프롬프트와 가중치를 체계적으로 최적화하는 프레임워크입니다. |
| [Mirascope](https://langfuse.com/docs/integrations/mirascope) | 라이브러리 | LLM 애플리케이션 구축을 위한 Python 툴킷입니다. |
| [Ollama](https://langfuse.com/docs/integrations/ollama) | 모델 (로컬) | 자신의 컴퓨터에서 오픈 소스 LLM을 손쉽게 실행할 수 있습니다. |
| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | 모델 | AWS에서 기본 및 파인튜닝된 모델을 실행합니다. |
| [AutoGen](https://langfuse.com/docs/integrations/autogen) | 에이전트 프레임워크 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다. |
| [Flowise](https://langfuse.com/docs/integrations/flowise) | 채팅/에이전트 UI | 맞춤형 LLM 플로우를 위한 JS/TS 코드 없는(no-code) 빌더입니다. |
| [Langflow](https://langfuse.com/docs/integrations/langflow) | 채팅/에이전트 UI | react-flow를 활용하여 실험 및 프로토타이핑을 손쉽게 할 수 있도록 디자인된 LangChain용 Python 기반 UI입니다. |
| [Dify](https://langfuse.com/docs/integrations/dify) | 채팅/에이전트 UI | 코드 없는 빌더와 함께 제공되는 오픈 소스 LLM 애플리케이션 개발 플랫폼입니다. |
| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui) | 채팅/에이전트 UI | 셀프 호스팅 및 로컬 모델 등 다양한 LLM 실행기를 지원하는 셀프 호스팅 LLM 채팅 웹 UI입니다. |
| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo) | 도구 | 오픈 소스 LLM 테스트 플랫폼입니다. |
| [LobeChat](https://langfuse.com/docs/integrations/lobechat) | 채팅/에이전트 UI | 오픈 소스 챗봇 플랫폼입니다. |
| [Vapi](https://langfuse.com/docs/integrations/vapi) | 플랫폼 | 오픈 소스 음성 AI 플랫폼입니다. |
| [Inferable](https://langfuse.com/docs/integrations/other/inferable) | 에이전트 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다. |
| [Gradio](https://langfuse.com/docs/integrations/other/gradio) | 채팅/에이전트 UI | 채팅 UI와 같은 웹 인터페이스 구축을 위한 오픈 소스 Python 라이브러리입니다. |
| [Goose](https://langfuse.com/docs/integrations/goose) | 에이전트 | 분산 에이전트 구축을 위한 오픈 소스 LLM 플랫폼입니다. |
| [smolagents](https://langfuse.com/docs/integrations/smolagents) | 에이전트 | 오픈 소스 AI 에이전트 프레임워크입니다. |
| [CrewAI](https://langfuse.com/docs/integrations/crewai) | 에이전트 | 에이전트 간 협업 및 도구 사용을 위한 다중 에이전트 프레임워크입니다. |
## 🚀 빠른 시작
앱에 계측을 추가하고 Langfuse에 trace 데이터를 수집하여, LLM 호출 및 검색, 임베딩, 에이전트 동작과 같은 애플리케이션 로직을 추적해보세요. 복잡한 로그와 사용자 세션을 확인하여 디버깅할 수 있습니다.
### 1️⃣ 새 프로젝트 생성
1. [Langfuse 계정 생성](https://cloud.langfuse.com/auth/sign-up) 또는 [셀프 호스트](https://langfuse.com/self-hosting)
2. 새 프로젝트를 생성합니다.
3. 프로젝트 설정에서 새로운 API 자격 증명을 생성합니다.
### 2️⃣ 첫 번째 LLM 호출 기록하기
[`@observe()` 데코레이터](https://langfuse.com/docs/sdk/python/decorators)를 사용하면 Python LLM 애플리케이션의 추적이 매우 간편해집니다. 이 빠른 시작 예제에서는 Langfuse [OpenAI 통합](https://langfuse.com/docs/integrations/openai)을 사용하여 모든 모델 파라미터를 자동으로 캡처합니다.
> [!TIP]
> OpenAI를 사용하지 않으시다면, 다른 모델 및 프레임워크의 로그 기록 방법은 [문서](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse)를 참조하세요.
```bash
pip install langfuse openai
```
```bash filename=".env"
LANGFUSE_SECRET_KEY="sk-lf-..."
LANGFUSE_PUBLIC_KEY="pk-lf-..."
LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 US region
```
```python:main.py
from langfuse.decorators import observe
from langfuse.openai import openai # OpenAI integration
@observe()
def story():
return openai.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "What is Langfuse?"}],
).choices[0].message.content
@observe()
def main():
return story()
main()
```
### 3️⃣ Langfuse에서 trace 확인하기
Langfuse에서 LLM 호출 및 애플리케이션의 기타 로직에 대한 trace를 확인할 수 있습니다.
![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
_[Langfuse의 공개 예제 trace](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
> [!TIP]
>
> Langfuse의 trace에 대해 더 알아보거나 [인터랙티브 데모](https://langfuse.com/docs/demo)에서 직접 체험해보세요.
## ⭐️ 별을 눌러주세요
![Star Langfuse](https://langfuse.com/images/docs/github-readme/github-star-howto.gif)
## 💭 지원
질문에 대한 답변을 찾는 방법:
- 우리의 [문서](https://langfuse.com/docs)는 답을 찾기 위한 최적의 장소입니다. 문서가 매우 포괄적이며, 유지보수에 많은 노력을 기울이고 있습니다. GitHub를 통해 문서 수정 제안도 가능합니다.
- [Langfuse FAQ](https://langfuse.com/faq)에서는 가장 흔한 질문에 대해 답변하고 있습니다.
- 질문에 즉각적인 답변이 필요하다면 [Ask AI](https://langfuse.com/docs/ask-ai)를 사용해보세요.
지원 채널:
- **GitHub Discussions의 [공개 Q&A](https://github.com/orgs/langfuse/discussions/categories/support)** 에 질문을 남겨주세요. 가능한 한 많은 세부 사항(예: 코드 스니펫, 스크린샷, 배경 정보)을 포함해 질문해 주시기 바랍니다.
- [기능 요청](https://github.com/orgs/langfuse/discussions/categories/ideas)을 남겨주세요.
- [버그 신고](https://github.com/langfuse/langfuse/issues)는 GitHub Issues를 통해 해주세요.
- 긴급한 문의는 앱 내 채팅 위젯을 통해 연락 바랍니다.
## 🤝 기여하기
여러분의 기여를 환영합니다!
- GitHub Discussions의 [아이디어](https://github.com/orgs/langfuse/discussions/categories/ideas)에 투표해보세요.
- GitHub Issues에서 이슈를 제기하고 댓글을 남겨주세요.
- PR을 제출하세요 – 개발 환경 설정 방법 등 자세한 내용은 [CONTRIBUTING.md](CONTRIBUTING.md)를 참조하세요.
## 🥇 라이선스
이 저장소는 `ee` 폴더를 제외하고 MIT 라이선스가 적용됩니다. 자세한 내용은 [LICENSE](LICENSE)와 [문서](https://langfuse.com/docs/open-source)를 확인하세요.
## ⭐️ 별(Star) 히스토리
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
</picture>
</a>
## ❤️ Langfuse를 사용하는 오픈 소스 프로젝트
별(star) 수를 기준으로 순위가 매겨진 Langfuse를 사용하는 상위 오픈 소스 Python 프로젝트들 ([출처](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
| 저장소 | 별 |
| :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify) | 54865 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui) | 51531 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat) | 49003 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow) | 39093 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index) | 37368 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat) | 32486 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise) | 32448 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb) | 26931 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty) | 24195 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog) | 22618 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm) | 15151 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe) | 11037 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks) | 9386 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses) | 8385 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT) | 7374 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent) | 5391 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo) | 4976 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook) | 4141 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI) | 2526 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow) | 2061 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent) | 1161 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines) | 1100 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread) | 1074 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee) | 971 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain) | 823 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane) | 677 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq) | 639 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) | 514 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course) | 394 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho) | 384 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) | 370 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT) | 324 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss) | 305 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper) | 304 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose) | 295 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools) | 291 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima) | 221 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai) | 172 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs) | 148 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps) | 138 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB) | 135 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs) | 129 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai) | 128 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) | 126 |
## 🔒 보안 & 개인정보 보호
우리는 데이터 보안과 개인정보 보호를 매우 중요하게 생각합니다. 자세한 내용은 [Security and Privacy](https://langfuse.com/security) 페이지를 참조하세요.
### 텔레메트리
기본적으로 Langfuse는 자체 호스팅 인스턴스의 기본 사용 통계를 중앙 서버(PostHog)로 자동 보고합니다.
이를 통해:
1. Langfuse가 어떻게 사용되는지 이해하고, 가장 관련성 높은 기능을 개선할 수 있습니다.
2. 내부 및 외부(예: 자금 조달) 보고를 위한 전체 사용량을 추적할 수 있습니다.
수집된 데이터는 제3자와 공유되지 않으며 민감한 정보를 포함하지 않습니다. 이에 대해 매우 투명하게 공개하고 있으며, 수집되는 정확한 데이터는 [여기](/web/src/features/telemetry/index.ts)에서 확인할 수 있습니다.
환경 변수 `TELEMETRY_ENABLED=false`를 설정하여 옵트아웃할 수 있습니다.
+97 -234
View File
@@ -1,132 +1,115 @@
![Langfuse GitHub Banner](https://langfuse.com/images/docs/github-readme/github-banner.png)
![Langfuse GitHub Banner](https://github.com/langfuse/langfuse/assets/121163007/6035f0f3-d691-4963-b5d0-10cf506e9d42)
<div align="center"><h1>Langfuse: Open Source LLM Engineering Platform</h1></div>
<div align="center"><h4>LLM Observability, Prompt Management, LLM Evaluations,<br/>Datasets, LLM Metrics, and Prompt Playground</h4></div>
<div align="center">
<div>
<h3>
<a href="https://cloud.langfuse.com">
<strong>Langfuse Cloud</strong>
<strong>Sign up</strong>
</a> ·
<a href="https://langfuse.com/docs/deployment/self-host">
<strong>Self Host</strong>
</a> ·
<a href="https://langfuse.com/demo">
<strong>Demo</strong>
<strong>Demo (live data)</strong>
</a>
</h3>
</div>
<div>
<a href="https://langfuse.com/docs"><strong>Docs</strong></a> ·
<a href="https://langfuse.com/issues"><strong>Report Bug</strong></a> ·
<a href="https://langfuse.com/ideas"><strong>Feature Request</strong></a> ·
<a href="https://langfuse.com/changelog"><strong>Changelog</strong></a> ·
<a href="https://langfuse.com/roadmap"><strong>Roadmap</strong></a> ·
<a href="https://langfuse.com/discord"><strong>Discord</strong></a>
</div>
<br/>
<span>Langfuse uses <a href="https://github.com/orgs/langfuse/discussions"><strong>Github Discussions</strong></a> for Support and Feature Requests.</span>
<br/>
<span><b>We're hiring.</b> <a href="https://langfuse.com/careers"><strong>Join us</strong></a> in product engineering and technical go-to-market roles.</span>
<span>We're hiring. <a href="https://langfuse.com/careers"><strong>Join us</strong></a> in Product Engineering and Developer Relations.</span>
<br/>
<br/>
<div>
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE"><img src="https://img.shields.io/badge/License-MIT-red.svg?style=flat-square" alt="MIT License"></a>
<a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange?style=flat-square" alt="Y Combinator W23"></a>
<a href="https://github.com/langfuse/langfuse/pkgs/container/langfuse"><img alt="Docker Image" src="https://img.shields.io/badge/docker-langfuse-blue?logo=Docker&logoColor=white&style=flat-square"></a>
<a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?style=flat-square&logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
<a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?style=flat-square&logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
</div>
</div>
</br>
<p align="center">
<a href="https://github.com/langfuse/langfuse/blob/main/LICENSE">
<img src="https://img.shields.io/badge/License-MIT-E11311.svg" alt="MIT License">
</a>
<a href="https://www.ycombinator.com/companies/langfuse"><img src="https://img.shields.io/badge/Y%20Combinator-W23-orange" alt="Y Combinator W23"></a>
<a href="https://hub.docker.com/u/langfuse" target="_blank">
<img alt="Docker Pulls" src="https://img.shields.io/docker/pulls/langfuse/langfuse?labelColor=%20%23FDB062&logo=Docker&labelColor=%20%23528bff"></a>
<a href="https://pypi.python.org/pypi/langfuse"><img src="https://img.shields.io/pypi/dm/langfuse?logo=python&logoColor=white&label=pypi%20langfuse&color=blue" alt="langfuse Python package on PyPi"></a>
<a href="https://www.npmjs.com/package/langfuse"><img src="https://img.shields.io/npm/dm/langfuse?logo=npm&logoColor=white&label=npm%20langfuse&color=blue" alt="langfuse npm package"></a>
<br/>
<a href="https://discord.com/invite/7NXusRtqYU" target="_blank">
<img src="https://img.shields.io/discord/1111061815649124414?logo=discord&labelColor=%20%235462eb&logoColor=%20%23f5f5f5&color=%20%235462eb"
alt="chat on Discord"></a>
<a href="https://twitter.com/intent/follow?screen_name=langfuse" target="_blank">
<img src="https://img.shields.io/twitter/follow/langfuse?logo=X&color=%20%23f5f5f5"
alt="follow on X(Twitter)"></a>
<a href="https://www.linkedin.com/company/langfuse/" target="_blank">
<img src="https://custom-icon-badges.demolab.com/badge/LinkedIn-0A66C2?logo=linkedin-white&logoColor=fff"
alt="follow on LinkedIn"></a>
<a href="https://github.com/langfuse/langfuse/graphs/commit-activity" target="_blank">
<img alt="Commits last month" src="https://img.shields.io/github/commit-activity/m/langfuse/langfuse?labelColor=%20%2332b583&color=%20%2312b76a"></a>
<a href="https://github.com/langfuse/langfuse/" target="_blank">
<img alt="Issues closed" src="https://img.shields.io/github/issues-search?query=repo%3Alangfuse%2Flangfuse%20is%3Aclosed&label=issues%20closed&labelColor=%20%237d89b0&color=%20%235d6b98"></a>
<a href="https://github.com/langfuse/langfuse/discussions/" target="_blank">
<img alt="Discussion posts" src="https://img.shields.io/github/discussions/langfuse/langfuse?labelColor=%20%239b8afb&color=%20%237a5af8"></a>
</p>
## Langfuse Overview
<p align="center">
<a href="./README.md"><img alt="README in English" src="https://img.shields.io/badge/English-d9d9d9"></a>
<a href="./README.cn.md"><img alt="简体中文版自述文件" src="https://img.shields.io/badge/简体中文-d9d9d9"></a>
<a href="./README.ja.md"><img alt="日本語のREADME" src="https://img.shields.io/badge/日本語-d9d9d9"></a>
<a href="./README.kr.md"><img alt="README in Korean" src="https://img.shields.io/badge/한국어-d9d9d9"></a>
</p>
_Unmute video for voice-over_
Langfuse is an **open source LLM engineering** platform. It helps teams collaboratively
**develop, monitor, evaluate,** and **debug** AI applications. Langfuse can be **self-hosted in minutes** and is **battle-tested**.
https://github.com/langfuse/langfuse/assets/2834609/a94062e9-c782-4ee9-af59-dee6370149a8
[![Langfuse Overview Video](https://github.com/user-attachments/assets/3926b288-ff61-4b95-8aa1-45d041c70866)](https://langfuse.com/watch-demo)
### Develop
## ✨ Core Features
- **LLM Observability:** Instrument your app and start ingesting traces to Langfuse ([Quickstart](https://langfuse.com/docs/get-started), [Integrations](https://langfuse.com/docs/integrations) [Tracing](https://langfuse.com/docs/tracing))
- **Langfuse UI:** Inspect and debug complex logs ([Demo](https://langfuse.com/docs/demo), [Tracing](https://langfuse.com/docs/tracing))
- **Prompt Management:** Manage, version and deploy prompts from within Langfuse ([Prompt Management](https://langfuse.com/docs/prompts/get-started))
- **Prompt Engineering:** Test and iterate on your prompts with the [LLM Playground](https://langfuse.com/docs/playground)
![Langfuse Overview](https://langfuse.com/images/docs/github-readme/github-feature-overview.png)
### Monitor
- [LLM Application Observability](https://langfuse.com/docs/tracing): Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions. Try the interactive [demo](https://langfuse.com/docs/demo) to see this in action.
- **LLM Analytics:** Track metrics (cost, latency, quality) and gain insights from dashboards & data exports ([Analytics](https://langfuse.com/docs/analytics))
- **LLM Evaluations:** Collect and calculate scores for your LLM completions ([Scores & Evaluations](https://langfuse.com/docs/scores))
- Run ([Model-based evaluations](https://langfuse.com/docs/scores/model-based-evals)) and LLM-as-a-Judge within Langfuse
- Collect user feedback ([User Feedback](https://langfuse.com/docs/scores/user-feedback))
- Manually score LLM outputs in Langfuse ([Manual Scores](https://langfuse.com/docs/scores/manually))
- [Prompt Management](https://langfuse.com/docs/prompts/get-started) helps you centrally manage, version control, and collaboratively iterate on your prompts. Thanks to strong caching on server and client side, you can iterate on prompts without adding latency to your application.
### Test
- [Evaluations](https://langfuse.com/docs/scores/overview) are key to the LLM application development workflow, and Langfuse adapts to your needs. It supports LLM-as-a-judge, user feedback collection, manual labeling, and custom evaluation pipelines via APIs/SDKs.
- **Experiments:** Track and test app behaviour before deploying a new version
- Datasets let you test expected in and output pairs and benchmark performance before deploying ([Datasets](https://langfuse.com/docs/datasets))
- Track versions and releases in your application ([Experimentation](https://langfuse.com/docs/experimentation), [Prompt Management](https://langfuse.com/docs/prompts))
- [Datasets](https://langfuse.com/docs/datasets/overview) enable test sets and benchmarks for evaluating your LLM application. They support continuous improvement, pre-deployment testing, structured experiments, flexible evaluation, and seamless integration with frameworks like LangChain and LlamaIndex.
- [LLM Playground](https://langfuse.com/docs/playground) is a tool for testing and iterating on your prompts and model configurations, shortening the feedback loop and accelerating development. When you see a bad result in tracing, you can directly jump to the playground to iterate on it.
- [Comprehensive API](https://langfuse.com/docs/api): Langfuse is frequently used to power bespoke LLMOps workflows while using the building blocks provided by Langfuse via the API. OpenAPI spec, Postman collection, and typed SDKs for Python, JS/TS are available.
## 📦 Deploy Langfuse
![Langfuse Deployment Options](https://langfuse.com/images/docs/github-readme/github-deployment-options.png)
## Get started
### Langfuse Cloud
Managed deployment by the Langfuse team, generous free-tier (hobby plan), no credit card required.
<div align="center">
<a href="https://cloud.langfuse.com" target="_blank">
<img alt="Static Badge" src="https://img.shields.io/badge/»%20Sign%20up%20for%20Langfuse%20Cloud-8A2BE2?&color=orange">
</a>
</div>
**[» Langfuse Cloud](https://cloud.langfuse.com)**
### Self-Host Langfuse
## Self-Hosting Open Source LLM Observability with Langfuse
Run Langfuse on your own infrastructure:
### Localhost (docker)
- [Local (docker compose)](https://langfuse.com/self-hosting/local): Run Langfuse on your own machine in 5 minutes using Docker Compose.
```bash
# Clone repository
git clone https://github.com/langfuse/langfuse.git
cd langfuse
```bash
# Get a copy of the latest Langfuse repository
git clone https://github.com/langfuse/langfuse.git
cd langfuse
# Run server and database
docker compose up -d
```
# Run the langfuse docker compose
docker compose up
```
[→ Learn more about deploying locally](https://langfuse.com/docs/deployment/local)
- [Kubernetes (Helm)](https://langfuse.com/self-hosting/kubernetes-helm): Run Langfuse on a Kubernetes cluster using Helm. This is the preferred production deployment.
- [VM](https://langfuse.com/self-hosting/docker-compose): Run Langfuse on a single Virtual Machine using Docker Compose.
- Planned: Cloud-specific deployment guides, please upvote and comment on the following threads: [AWS](https://github.com/orgs/langfuse/discussions/4645), [Google Cloud](https://github.com/orgs/langfuse/discussions/4646), [Azure](https://github.com/orgs/langfuse/discussions/4647).
### Self-host (docker)
See [self-hosting documentation](https://langfuse.com/self-hosting) to learn more about the architecture and configuration options.
Langfuse is simple to self-host and keep updated. It currently requires only a single docker container and a postgres database.
[→ Self Hosting Instructions](https://langfuse.com/docs/deployment/self-host)
## 🔌 Integrations
Templated deployments: [Railway, GCP, AWS, Azure, Kubernetes and others](https://langfuse.com/docs/deployment/self-host#platform-specific-information)
![Langfuse Integrations](https://langfuse.com/images/docs/github-readme/github-integrations.png)
## Get Started
### Main Integrations:
### API Keys
You need a Langfuse public and secret key to get started. Sign up [here](https://cloud.langfuse.com) and find them in your project settings.
### Ingesting Data · Instrumenting Your Application · LLM Observability with Langfuse
Note: We recommend using our fully async, typed [SDKs](https://langfuse.com/docs/sdk) that allow you to instrument any LLM application with any underlying model. They are available in [Python (Decorators)](https://langfuse.com/docs/sdk/python) & [JS/TS](https://langfuse.com/docs/sdk/typescript). The SDKs will always be the most fully featured and stable way to ingest data into Langfuse.
See the [→ Quickstart](https://langfuse.com/docs/get-started) to integrate Langfuse.
### LLM Observability Integrations
| Integration | Supports | Description |
| ---------------------------------------------------------------------------- | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------ |
@@ -139,180 +122,50 @@ See [self-hosting documentation](https://langfuse.com/self-hosting) to learn mor
| [Vercel AI SDK](https://langfuse.com/docs/integrations/vercel-ai-sdk) | JS/TS | TypeScript toolkit designed to help developers build AI-powered applications with React, Next.js, Vue, Svelte, Node.js. |
| [API](https://langfuse.com/docs/api) | | Directly call the public API. OpenAPI spec available. |
### Packages integrated with Langfuse:
Packages integrated with Langfuse:
| Name | Type | Description |
| ----------------------------------------------------------------------- | ------------------ | ----------------------------------------------------------------------------------------------------------------------- |
| [Instructor](https://langfuse.com/docs/integrations/instructor) | Library | Library to get structured LLM outputs (JSON, Pydantic) |
| [DSPy](https://langfuse.com/docs/integrations/dspy) | Library | Framework that systematically optimizes language model prompts and weights |
| [Mirascope](https://langfuse.com/docs/integrations/mirascope) | Library | Python toolkit for building LLM applications. |
| [Ollama](https://langfuse.com/docs/integrations/ollama) | Model (local) | Easily run open source LLMs on your own machine. |
| [Amazon Bedrock](https://langfuse.com/docs/integrations/amazon-bedrock) | Model | Run foundation and fine-tuned models on AWS. |
| [AutoGen](https://langfuse.com/docs/integrations/autogen) | Agent Framework | Open source LLM platform for building distributed agents. |
| [Flowise](https://langfuse.com/docs/integrations/flowise) | Chat/Agent&nbsp;UI | JS/TS no-code builder for customized LLM flows. |
| [Langflow](https://langfuse.com/docs/integrations/langflow) | Chat/Agent&nbsp;UI | Python-based UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. |
| [Dify](https://langfuse.com/docs/integrations/dify) | Chat/Agent&nbsp;UI | Open source LLM app development platform with no-code builder. |
| [OpenWebUI](https://langfuse.com/docs/integrations/openwebui) | Chat/Agent&nbsp;UI | Self-hosted LLM Chat web ui supporting various LLM runners including self-hosted and local models. |
| [Promptfoo](https://langfuse.com/docs/integrations/promptfoo) | Tool | Open source LLM testing platform. |
| [LobeChat](https://langfuse.com/docs/integrations/lobechat) | Chat/Agent&nbsp;UI | Open source chatbot platform. |
| [Vapi](https://langfuse.com/docs/integrations/vapi) | Platform | Open source voice AI platform. |
| [Inferable](https://langfuse.com/docs/integrations/other/inferable) | Agents | Open source LLM platform for building distributed agents. |
| [Gradio](https://langfuse.com/docs/integrations/other/gradio) | Chat/Agent&nbsp;UI | Open source Python library to build web interfaces like Chat UI. |
| [Goose](https://langfuse.com/docs/integrations/goose) | Agents | Open source LLM platform for building distributed agents. |
| [smolagents](https://langfuse.com/docs/integrations/smolagents) | Agents | Open source AI agents framework. |
| [CrewAI](https://langfuse.com/docs/integrations/crewai) | Agents | Multi agent framework for agent collaboration and tool use. |
| Name | Description |
| --------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------- |
| [Instructor](https://langfuse.com/docs/integrations/instructor) | Library to get structured LLM outputs (JSON, Pydantic) |
| [Dify](https://langfuse.com/docs/integrations/dify) | Open source LLM app development platform with no-code builder. |
| [Ollama](https://langfuse.com/docs/integrations/ollama) | Easily run open source LLMs on your own machine. |
| [Mirascope](https://langfuse.com/docs/integrations/mirascope) | Python toolkit for building LLM applications. |
| [Flowise](https://langfuse.com/docs/integrations/flowise) | JS/TS no-code builder for customized LLM flows. |
| [Langflow](https://langfuse.com/docs/integrations/langflow) | Python-based UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows. |
## 🚀 Quickstart
## Questions and feedback
Instrument your app and start ingesting traces to Langfuse, thereby tracking LLM calls and other relevant logic in your app such as retrieval, embedding, or agent actions. Inspect and debug complex logs and user sessions.
### Ideas and roadmap
### 1️⃣ Create new project
- [Roadmap](https://langfuse.com/roadmap)
- [GitHub Discussions](https://github.com/orgs/langfuse/discussions)
- [Feature Requests](https://langfuse.com/ideas)
1. [Create Langfuse account](https://cloud.langfuse.com/auth/sign-up) or [self-host](https://langfuse.com/self-hosting)
2. Create a new project
3. Create new API credentials in the project settings
### Support and feedback
### 2️⃣ Log your first LLM call
In order of preference the best way to communicate with us:
The [`@observe()` decorator](https://langfuse.com/docs/sdk/python/decorators) makes it easy to trace any Python LLM application. In this quickstart we also use the Langfuse [OpenAI integration](https://langfuse.com/docs/integrations/openai) to automatically capture all model parameters.
- [GitHub Discussions](https://github.com/orgs/langfuse/discussions) (preferred): Contribute [ideas](https://langfuse.com/ideas), [support requests](https://langfuse.com/gh-support) and [report bugs](https://langfuse.com/issues)
- [Discord](https://langfuse.com/discord): community support
- Privately: contact at langfuse dot com
> [!TIP]
> Not using OpenAI? Visit [our documentation](https://langfuse.com/docs/get-started#log-your-first-llm-call-to-langfuse) to learn how to log other models and frameworks.
## Contributing to Langfuse
```bash
pip install langfuse openai
```
```bash filename=".env"
LANGFUSE_SECRET_KEY="sk-lf-..."
LANGFUSE_PUBLIC_KEY="pk-lf-..."
LANGFUSE_HOST="https://cloud.langfuse.com" # 🇪🇺 EU region
# LANGFUSE_HOST="https://us.cloud.langfuse.com" # 🇺🇸 US region
```
```python /@observe()/ /from langfuse.openai import openai/ filename="main.py"
from langfuse.decorators import observe
from langfuse.openai import openai # OpenAI integration
@observe()
def story():
return openai.chat.completions.create(
model="gpt-4o",
messages=[{"role": "user", "content": "What is Langfuse?"}],
).choices[0].message.content
@observe()
def main():
return story()
main()
```
### 3️⃣ See traces in Langfuse
See your language model calls and other application logic in Langfuse.
![Example trace in Langfuse](https://langfuse.com/images/docs/github-readme/github-example-trace.png)
_[Public example trace in Langfuse](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/2cec01e3-3dc2-472f-afcf-3b968cf0c1f4?timestamp=2025-02-10T14%3A27%3A30.275Z&observation=cb5ff844-07ef-41e6-b8e2-6c64344bc13b)_
> [!TIP]
>
> [Learn more](https://langfuse.com/docs/tracing) about tracing in Langfuse or play with the [interactive demo](https://langfuse.com/docs/demo).
## ⭐️ Star Us
![star-langfuse-on-github](https://github.com/user-attachments/assets/79a1d816-d229-4526-aecc-097d4a19f1ad)
## 💭 Support
Finding an answer to your question:
- Our [documentation](https://langfuse.com/docs) is the best place to start looking for answers. It is comprehensive, and we invest significant time into maintaining it. You can also suggest edits to the docs via GitHub.
- [Langfuse FAQs](https://langfuse.com/faq) where the most common questions are answered.
- Use "[Ask AI](https://langfuse.com/docs/ask-ai)" to get instant answers to your questions.
Support Channels:
- **Ask any question in our [public Q&A](https://github.com/orgs/langfuse/discussions/categories/support) on GitHub Discussions.** Please include as much detail as possible (e.g. code snippets, screenshots, background information) to help us understand your question.
- [Request a feature](https://github.com/orgs/langfuse/discussions/categories/ideas) on GitHub Discussions.
- [Report a Bug](https://github.com/langfuse/langfuse/issues) on GitHub Issues.
- For time-sensitive queries, ping us via the in-app chat widget.
## 🤝 Contributing
Your contributions are welcome!
- Vote on [Ideas](https://github.com/orgs/langfuse/discussions/categories/ideas) in GitHub Discussions.
- Raise and comment on [Issues](https://github.com/langfuse/langfuse/issues).
- Vote on [Ideas](https://github.com/orgs/langfuse/discussions/categories/ideas)
- Raise and comment on [Issues](https://github.com/langfuse/langfuse/issues)
- Open a PR - see [CONTRIBUTING.md](CONTRIBUTING.md) for details on how to setup a development environment.
## 🥇 License
## License
This repository is MIT licensed, except for the `ee` folders. See [LICENSE](LICENSE) and [docs](https://langfuse.com/docs/open-source) for more details.
## ⭐️ Star History
## Misc
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" style="border-radius: 15px;" />
</picture>
</a>
### GET API to export your data
## ❤️ Open Source Projects Using Langfuse
[**GET routes**](https://langfuse.com/docs/integrations/api) to use data in downstream applications (e.g. embedded analytics). You can also access them conveniently via the SDKs ([docs](https://langfuse.com/docs/query-traces)).
Top open-source Python projects that use Langfuse, ranked by stars ([Source](https://github.com/langfuse/langfuse-docs/blob/main/components-mdx/dependents)):
| Repository | Stars |
| :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----: |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/127165244?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langgenius](https://github.com/langgenius) / [dify](https://github.com/langgenius/dify) | 54865 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [open-webui](https://github.com/open-webui/open-webui) | 51531 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/131470832?s=40&v=4" width="20" height="20" alt=""> &nbsp; [lobehub](https://github.com/lobehub) / [lobe-chat](https://github.com/lobehub/lobe-chat) | 49003 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85702467?s=40&v=4" width="20" height="20" alt=""> &nbsp; [langflow-ai](https://github.com/langflow-ai) / [langflow](https://github.com/langflow-ai/langflow) | 39093 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/130722866?s=40&v=4" width="20" height="20" alt=""> &nbsp; [run-llama](https://github.com/run-llama) / [llama_index](https://github.com/run-llama/llama_index) | 37368 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/139558948?s=40&v=4" width="20" height="20" alt=""> &nbsp; [chatchat-space](https://github.com/chatchat-space) / [Langchain-Chatchat](https://github.com/chatchat-space/Langchain-Chatchat) | 32486 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/128289781?s=40&v=4" width="20" height="20" alt=""> &nbsp; [FlowiseAI](https://github.com/FlowiseAI) / [Flowise](https://github.com/FlowiseAI/Flowise) | 32448 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/31035808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mindsdb](https://github.com/mindsdb) / [mindsdb](https://github.com/mindsdb/mindsdb) | 26931 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/119600397?s=40&v=4" width="20" height="20" alt=""> &nbsp; [twentyhq](https://github.com/twentyhq) / [twenty](https://github.com/twentyhq/twenty) | 24195 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog](https://github.com/PostHog/posthog) | 22618 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/121462774?s=40&v=4" width="20" height="20" alt=""> &nbsp; [BerriAI](https://github.com/BerriAI) / [litellm](https://github.com/BerriAI/litellm) | 15151 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/179202840?s=40&v=4" width="20" height="20" alt=""> &nbsp; [mediar-ai](https://github.com/mediar-ai) / [screenpipe](https://github.com/mediar-ai/screenpipe) | 11037 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/105877416?s=40&v=4" width="20" height="20" alt=""> &nbsp; [formbricks](https://github.com/formbricks) / [formbricks](https://github.com/formbricks/formbricks) | 9386 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/76263028?s=40&v=4" width="20" height="20" alt=""> &nbsp; [anthropics](https://github.com/anthropics) / [courses](https://github.com/anthropics/courses) | 8385 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/78410652?s=40&v=4" width="20" height="20" alt=""> &nbsp; [GreyDGL](https://github.com/GreyDGL) / [PentestGPT](https://github.com/GreyDGL/PentestGPT) | 7374 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/152537519?s=40&v=4" width="20" height="20" alt=""> &nbsp; [superagent-ai](https://github.com/superagent-ai) / [superagent](https://github.com/superagent-ai/superagent) | 5391 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/137907881?s=40&v=4" width="20" height="20" alt=""> &nbsp; [promptfoo](https://github.com/promptfoo) / [promptfoo](https://github.com/promptfoo/promptfoo) | 4976 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/157326433?s=40&v=4" width="20" height="20" alt=""> &nbsp; [onlook-dev](https://github.com/onlook-dev) / [onlook](https://github.com/onlook-dev/onlook) | 4141 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/7250217?s=40&v=4" width="20" height="20" alt=""> &nbsp; [Canner](https://github.com/Canner) / [WrenAI](https://github.com/Canner/WrenAI) | 2526 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/11855343?s=40&v=4" width="20" height="20" alt=""> &nbsp; [pingcap](https://github.com/pingcap) / [autoflow](https://github.com/pingcap/autoflow) | 2061 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/85268109?s=40&v=4" width="20" height="20" alt=""> &nbsp; [MLSysOps](https://github.com/MLSysOps) / [MLE-agent](https://github.com/MLSysOps/MLE-agent) | 1161 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/158137808?s=40&v=4" width="20" height="20" alt=""> &nbsp; [open-webui](https://github.com/open-webui) / [pipelines](https://github.com/open-webui/pipelines) | 1100 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/18422723?s=40&v=4" width="20" height="20" alt=""> &nbsp; [alishobeiri](https://github.com/alishobeiri) / [thread](https://github.com/alishobeiri/thread) | 1074 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/125468716?s=40&v=4" width="20" height="20" alt=""> &nbsp; [topoteretes](https://github.com/topoteretes) / [cognee](https://github.com/topoteretes/cognee) | 971 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/188657705?s=40&v=4" width="20" height="20" alt=""> &nbsp; [bRAGAI](https://github.com/bRAGAI) / [bRAG-langchain](https://github.com/bRAGAI/bRAG-langchain) | 823 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169500408?s=40&v=4" width="20" height="20" alt=""> &nbsp; [opslane](https://github.com/opslane) / [opslane](https://github.com/opslane/opslane) | 677 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/151867818?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dynamiq-ai](https://github.com/dynamiq-ai) / [dynamiq](https://github.com/dynamiq-ai/dynamiq) | 639 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/48585267?s=40&v=4" width="20" height="20" alt=""> &nbsp; [theopenconversationkit](https://github.com/theopenconversationkit) / [tock](https://github.com/theopenconversationkit/tock) | 514 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/20493493?s=40&v=4" width="20" height="20" alt=""> &nbsp; [andysingal](https://github.com/andysingal) / [llm-course](https://github.com/andysingal/llm-course) | 394 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/132396805?s=40&v=4" width="20" height="20" alt=""> &nbsp; [phospho-app](https://github.com/phospho-app) / [phospho](https://github.com/phospho-app/phospho) | 384 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/178644984?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sentient-engineering](https://github.com/sentient-engineering) / [agent-q](https://github.com/sentient-engineering/agent-q) | 370 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/168552753?s=40&v=4" width="20" height="20" alt=""> &nbsp; [sql-agi](https://github.com/sql-agi) / [DB-GPT](https://github.com/sql-agi/DB-GPT) | 324 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/60330232?s=40&v=4" width="20" height="20" alt=""> &nbsp; [PostHog](https://github.com/PostHog) / [posthog-foss](https://github.com/PostHog/posthog-foss) | 305 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/154247157?s=40&v=4" width="20" height="20" alt=""> &nbsp; [vespperhq](https://github.com/vespperhq) / [vespper](https://github.com/vespperhq/vespper) | 304 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/185116535?s=40&v=4" width="20" height="20" alt=""> &nbsp; [block](https://github.com/block) / [goose](https://github.com/block/goose) | 295 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/609489?s=40&v=4" width="20" height="20" alt=""> &nbsp; [aorwall](https://github.com/aorwall) / [moatless-tools](https://github.com/aorwall/moatless-tools) | 291 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/2357342?s=40&v=4" width="20" height="20" alt=""> &nbsp; [dmayboroda](https://github.com/dmayboroda) / [minima](https://github.com/dmayboroda/minima) | 221 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/66303003?s=40&v=4" width="20" height="20" alt=""> &nbsp; [RobotecAI](https://github.com/RobotecAI) / [rai](https://github.com/RobotecAI/rai) | 172 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/148684274?s=40&v=4" width="20" height="20" alt=""> &nbsp; [i-am-alice](https://github.com/i-am-alice) / [3rd-devs](https://github.com/i-am-alice/3rd-devs) | 148 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/171735272?s=40&v=4" width="20" height="20" alt=""> &nbsp; [8090-inc](https://github.com/8090-inc) / [xrx-sample-apps](https://github.com/8090-inc/xrx-sample-apps) | 138 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/104478511?s=40&v=4" width="20" height="20" alt=""> &nbsp; [babelcloud](https://github.com/babelcloud) / [LLM-RGB](https://github.com/babelcloud/LLM-RGB) | 135 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/15125613?s=40&v=4" width="20" height="20" alt=""> &nbsp; [souzatharsis](https://github.com/souzatharsis) / [tamingLLMs](https://github.com/souzatharsis/tamingLLMs) | 129 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/169401942?s=40&v=4" width="20" height="20" alt=""> &nbsp; [LibreChat-AI](https://github.com/LibreChat-AI) / [librechat.ai](https://github.com/LibreChat-AI/librechat.ai) | 128 |
| <img class="avatar mr-2" src="https://avatars.githubusercontent.com/u/51827949?s=40&v=4" width="20" height="20" alt=""> &nbsp; [deepset-ai](https://github.com/deepset-ai) / [haystack-core-integrations](https://github.com/deepset-ai/haystack-core-integrations) | 126 |
## 🔒 Security & Privacy
### Security & Privacy
We take data security and privacy seriously. Please refer to our [Security and Privacy](https://langfuse.com/security) page for more information.
@@ -328,3 +181,13 @@ This helps us to:
None of the data is shared with third parties and does not include any sensitive information. We want to be super transparent about this and you can find the exact data we collect [here](/web/src/features/telemetry/index.ts).
You can opt-out by setting `TELEMETRY_ENABLED=false`.
### Star History
<a href="https://star-history.com/#langfuse/langfuse&Date">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date&theme=dark" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=langfuse/langfuse&type=Date" />
</picture>
</a>
+13
View File
@@ -0,0 +1,13 @@
_We are Hiring_
Join us in scaling Langfuse in Berlin, Germany. We are an open source company, we hire in person, we are only hiring technical talent.
_Open Roles_
- Product Engineer, 70-130k EUR, 0.25-0.75% Equity, https://www.ycombinator.com/companies/langfuse/jobs/aAvmoFB-product-engineer
- Developer Advocate, 60-110k EUR, 0.25-0.5% Equity, https://www.ycombinator.com/companies/langfuse/jobs/uHysbKH-developer-advocate-devrel
_More Info_
- https://langfuse.com/careers
- https://langfuse.com/docs
- https://langfuse.com/changelog
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@@ -1,57 +1,34 @@
version: "3.5"
services:
langfuse-web:
server:
build:
dockerfile: ./web/Dockerfile
context: .
args:
- NEXT_PUBLIC_LANGFUSE_CLOUD_REGION=${NEXT_PUBLIC_LANGFUSE_CLOUD_REGION}
depends_on: &langfuse-depends-on
postgres:
condition: service_healthy
minio:
condition: service_healthy
redis:
condition: service_healthy
clickhouse:
condition: service_healthy
depends_on:
- db
- redis
ports:
- "3000:3000"
environment: &langfuse-web-env
DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres
NEXTAUTH_SECRET: mysecret
SALT: mysalt
ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # generate via `openssl rand -hex 32`
NEXTAUTH_URL: http://localhost:3000
TELEMETRY_ENABLED: ${TELEMETRY_ENABLED:-true}
LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES: ${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-false}
LANGFUSE_INIT_ORG_ID: ${LANGFUSE_INIT_ORG_ID:-}
LANGFUSE_INIT_ORG_NAME: ${LANGFUSE_INIT_ORG_NAME:-}
LANGFUSE_INIT_PROJECT_ID: ${LANGFUSE_INIT_PROJECT_ID:-}
LANGFUSE_INIT_PROJECT_NAME: ${LANGFUSE_INIT_PROJECT_NAME:-}
LANGFUSE_INIT_PROJECT_PUBLIC_KEY: ${LANGFUSE_INIT_PROJECT_PUBLIC_KEY:-}
LANGFUSE_INIT_PROJECT_SECRET_KEY: ${LANGFUSE_INIT_PROJECT_SECRET_KEY:-}
LANGFUSE_INIT_USER_EMAIL: ${LANGFUSE_INIT_USER_EMAIL:-}
LANGFUSE_INIT_USER_NAME: ${LANGFUSE_INIT_USER_NAME:-}
LANGFUSE_INIT_USER_PASSWORD: ${LANGFUSE_INIT_USER_PASSWORD:-}
CLICKHOUSE_MIGRATION_URL: ${CLICKHOUSE_MIGRATION_URL:-clickhouse://clickhouse:9000}
CLICKHOUSE_URL: ${CLICKHOUSE_URL:-http://clickhouse:8123}
CLICKHOUSE_USER: ${CLICKHOUSE_USER:-clickhouse}
CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse}
CLICKHOUSE_CLUSTER_ENABLED: ${CLICKHOUSE_CLUSTER_ENABLED:-false}
LANGFUSE_S3_EVENT_UPLOAD_BUCKET: ${LANGFUSE_S3_EVENT_UPLOAD_BUCKET:-langfuse}
LANGFUSE_S3_EVENT_UPLOAD_REGION: ${LANGFUSE_S3_EVENT_UPLOAD_REGION:-us-east-1}
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY:-miniosecret}
LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT: ${LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT:-http://minio:9000}
LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE:-true}
LANGFUSE_S3_EVENT_UPLOAD_PREFIX: ${LANGFUSE_S3_EVENT_UPLOAD_PREFIX:-events/}
REDIS_HOST: ${REDIS_HOST:-redis}
REDIS_PORT: ${REDIS_PORT:-6379}
REDIS_AUTH: ${REDIS_AUTH:-myredissecret}
REDIS_TLS_ENABLED: ${REDIS_TLS_ENABLED:-false}
REDIS_TLS_CA: ${REDIS_TLS_CA:-/certs/ca.crt}
REDIS_TLS_CERT: ${REDIS_TLS_CERT:-/certs/redis.crt}
REDIS_TLS_KEY: ${REDIS_TLS_KEY:-/certs/redis.key}
environment:
- DATABASE_URL=postgresql://postgres:postgres@db:5432/postgres
- NEXTAUTH_SECRET=mysecret
- SALT=mysalt
- ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000 # generate via `openssl rand -hex 32`
- NEXTAUTH_URL=http://localhost:3000
- TELEMETRY_ENABLED=${TELEMETRY_ENABLED:-true}
- LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES=${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-false}
- LANGFUSE_INIT_ORG_ID=${LANGFUSE_INIT_ORG_ID:-}
- LANGFUSE_INIT_ORG_NAME=${LANGFUSE_INIT_ORG_NAME:-}
- LANGFUSE_INIT_PROJECT_ID=${LANGFUSE_INIT_PROJECT_ID:-}
- LANGFUSE_INIT_PROJECT_NAME=${LANGFUSE_INIT_PROJECT_NAME:-}
- LANGFUSE_INIT_PROJECT_PUBLIC_KEY=${LANGFUSE_INIT_PROJECT_PUBLIC_KEY:-}
- LANGFUSE_INIT_PROJECT_SECRET_KEY=${LANGFUSE_INIT_PROJECT_SECRET_KEY:-}
- LANGFUSE_INIT_USER_EMAIL=${LANGFUSE_INIT_USER_EMAIL:-}
- LANGFUSE_INIT_USER_NAME=${LANGFUSE_INIT_USER_NAME:-}
- LANGFUSE_INIT_USER_PASSWORD=${LANGFUSE_INIT_USER_PASSWORD:-}
restart: always
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:3000/api/public/health"]
@@ -59,17 +36,26 @@ services:
timeout: 10s
retries: 3
langfuse-worker:
worker:
build:
dockerfile: ./worker/Dockerfile
context: .
args:
- NEXT_PUBLIC_LANGFUSE_CLOUD_REGION=${NEXT_PUBLIC_LANGFUSE_CLOUD_REGION}
depends_on: *langfuse-depends-on
depends_on:
- db
- redis
ports:
- "3030:3030"
environment:
<<: *langfuse-web-env
- DATABASE_URL=postgresql://postgres:postgres@db:5432/postgres
- NEXTAUTH_SECRET=mysecret
- TELEMETRY_ENABLED=${TELEMETRY_ENABLED:-true}
- LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES=${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-false}
- PORT=${PORT:-3030}
- REDIS_HOST=${REDIS_HOST:-redis}
- REDIS_PORT=${REDIS_PORT:-6379}
- REDIS_AUTH=${REDIS_AUTH:-myredissecret}
restart: always
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:3030/api/health"]
@@ -77,82 +63,26 @@ services:
timeout: 10s
retries: 3
clickhouse:
image: clickhouse/clickhouse-server
user: "101:101"
environment:
CLICKHOUSE_DB: default
CLICKHOUSE_USER: clickhouse
CLICKHOUSE_PASSWORD: clickhouse
volumes:
- langfuse_clickhouse_data:/var/lib/clickhouse
- langfuse_clickhouse_logs:/var/log/clickhouse-server
ports:
- "8123:8123"
- "9000:9000"
healthcheck:
test: wget --no-verbose --tries=1 --spider http://localhost:8123/ping || exit 1
interval: 5s
timeout: 5s
retries: 10
start_period: 1s
minio:
image: minio/minio
entrypoint: sh
# create the 'langfuse' bucket before starting the service
command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
environment:
MINIO_ROOT_USER: minio
MINIO_ROOT_PASSWORD: miniosecret
ports:
- "9090:9000"
- "9091:9001"
volumes:
- langfuse_minio_data:/data
healthcheck:
test: ["CMD", "mc", "ready", "local"]
interval: 1s
timeout: 5s
retries: 5
start_period: 1s
redis:
image: redis:7
restart: always
image: redis:7.2.4
command: >
--requirepass ${REDIS_AUTH:-myredissecret}
restart: always
ports:
- 6379:6379
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 3s
timeout: 10s
retries: 10
postgres:
image: postgres:${POSTGRES_VERSION:-latest}
db:
image: postgres
restart: always
healthcheck:
test: ["CMD-SHELL", "pg_isready -U postgres"]
interval: 3s
timeout: 3s
retries: 10
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: postgres
- POSTGRES_USER=postgres
- POSTGRES_PASSWORD=postgres
- POSTGRES_DB=postgres
ports:
- 5432:5432
volumes:
- langfuse_postgres_data:/var/lib/postgresql/data
- database_data:/var/lib/postgresql/data
volumes:
langfuse_postgres_data:
driver: local
langfuse_clickhouse_data:
driver: local
langfuse_clickhouse_logs:
driver: local
langfuse_minio_data:
database_data:
driver: local
+4 -1
View File
@@ -1,7 +1,9 @@
services:
clickhouse:
image: clickhouse/clickhouse-server:24.3
image: clickhouse/clickhouse-server
user: "101:101"
container_name: clickhouse
hostname: clickhouse
environment:
CLICKHOUSE_DB: default
CLICKHOUSE_USER: clickhouse
@@ -17,6 +19,7 @@ services:
azurite:
image: mcr.microsoft.com/azure-storage/azurite
container_name: azurite
command: azurite-blob --blobHost 0.0.0.0
ports:
- "10000:10000"
+10 -7
View File
@@ -1,7 +1,9 @@
services:
clickhouse:
image: clickhouse/clickhouse-server:24.3
image: clickhouse/clickhouse-server
user: "101:101"
container_name: clickhouse
hostname: clickhouse
environment:
CLICKHOUSE_DB: default
CLICKHOUSE_USER: clickhouse
@@ -10,13 +12,14 @@ services:
- langfuse_clickhouse_data:/var/lib/clickhouse
- langfuse_clickhouse_logs:/var/log/clickhouse-server
ports:
- 127.0.0.1:8123:8123
- 127.0.0.1:9000:9000
- "8123:8123"
- "9000:9000"
depends_on:
- postgres
minio:
image: minio/minio
container_name: minio
entrypoint: sh
# create the 'langfuse' bucket before starting the service
command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
@@ -24,8 +27,8 @@ services:
MINIO_ACCESS_KEY: minio
MINIO_SECRET_KEY: miniosecret
ports:
- 127.0.0.1:9090:9000
- 127.0.0.1:9091:9001
- "9090:9000"
- "9091:9001"
volumes:
- langfuse_minio_data:/data
healthcheck:
@@ -41,7 +44,7 @@ services:
command: >
--requirepass ${REDIS_AUTH:-myredissecret}
ports:
- 127.0.0.1:6379:6379
- 6379:6379
postgres:
image: postgres:${POSTGRES_VERSION:-latest}
@@ -57,7 +60,7 @@ services:
- POSTGRES_PASSWORD=postgres
- POSTGRES_DB=postgres
ports:
- 127.0.0.1:5432:5432
- 5432:5432
volumes:
- langfuse_postgres_data:/var/lib/postgresql/data
+145
View File
@@ -0,0 +1,145 @@
services:
langfuse-worker:
image: langfuse/langfuse-worker:latest
depends_on: &langfuse-depends-on
postgres:
condition: service_healthy
minio:
condition: service_healthy
redis:
condition: service_healthy
ports:
- "3030:3030"
environment: &langfuse-worker-env
DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres
SALT: "mysalt"
ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # generate via `openssl rand -hex 32`
TELEMETRY_ENABLED: ${TELEMETRY_ENABLED:-true}
LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES: ${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-true}
LANGFUSE_ASYNC_INGESTION_PROCESSING: ${LANGFUSE_ASYNC_INGESTION_PROCESSING:-true}
LANGFUSE_ASYNC_CLICKHOUSE_INGESTION_PROCESSING: ${LANGFUSE_ASYNC_CLICKHOUSE_INGESTION_PROCESSING:-true}
LANGFUSE_READ_DASHBOARDS_FROM_CLICKHOUSE: ${LANGFUSE_READ_DASHBOARDS_FROM_CLICKHOUSE:-true}
LANGFUSE_READ_FROM_POSTGRES_ONLY: ${LANGFUSE_READ_FROM_POSTGRES_ONLY:-false}
LANGFUSE_RETURN_FROM_CLICKHOUSE: ${LANGFUSE_RETURN_FROM_CLICKHOUSE:-true}
CLICKHOUSE_MIGRATION_URL: ${CLICKHOUSE_MIGRATION_URL:-clickhouse://clickhouse:9000}
CLICKHOUSE_URL: ${CLICKHOUSE_URL:-http://clickhouse:8123}
CLICKHOUSE_USER: ${CLICKHOUSE_USER:-clickhouse}
CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse}
CLICKHOUSE_CLUSTER_ENABLED: ${CLICKHOUSE_CLUSTER_ENABLED:-false}
LANGFUSE_S3_EVENT_UPLOAD_ENABLED: ${LANGFUSE_S3_EVENT_UPLOAD_ENABLED:-true}
LANGFUSE_S3_EVENT_UPLOAD_BUCKET: ${LANGFUSE_S3_EVENT_UPLOAD_BUCKET:-langfuse}
LANGFUSE_S3_EVENT_UPLOAD_REGION: ${LANGFUSE_S3_EVENT_UPLOAD_REGION:-us-east-1}
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY:-miniosecret}
LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT: ${LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT:-http://minio:9000}
LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE:-true}
LANGFUSE_S3_EVENT_UPLOAD_PREFIX: ${LANGFUSE_S3_EVENT_UPLOAD_PREFIX:-events/}
LANGFUSE_S3_MEDIA_UPLOAD_ENABLED: ${LANGFUSE_S3_MEDIA_UPLOAD_ENABLED:-true}
LANGFUSE_S3_MEDIA_UPLOAD_BUCKET: ${LANGFUSE_S3_MEDIA_UPLOAD_BUCKET:-langfuse}
LANGFUSE_S3_MEDIA_UPLOAD_REGION: ${LANGFUSE_S3_MEDIA_UPLOAD_REGION:-us-east-1}
LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY:-miniosecret}
LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT: ${LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT:-http://minio:9000}
LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE:-true}
LANGFUSE_S3_MEDIA_UPLOAD_PREFIX: ${LANGFUSE_S3_MEDIA_UPLOAD_PREFIX:-media/}
REDIS_HOST: ${REDIS_HOST:-redis}
REDIS_PORT: ${REDIS_PORT:-6379}
REDIS_AUTH: ${REDIS_AUTH:-myredissecret}
langfuse-web:
image: langfuse/langfuse:latest
depends_on: *langfuse-depends-on
ports:
- "3000:3000"
environment:
<<: *langfuse-worker-env
NEXTAUTH_URL: http://localhost:3000
NEXTAUTH_SECRET: mysecret
LANGFUSE_INIT_ORG_ID: ${LANGFUSE_INIT_ORG_ID:-}
LANGFUSE_INIT_ORG_NAME: ${LANGFUSE_INIT_ORG_NAME:-}
LANGFUSE_INIT_PROJECT_ID: ${LANGFUSE_INIT_PROJECT_ID:-}
LANGFUSE_INIT_PROJECT_NAME: ${LANGFUSE_INIT_PROJECT_NAME:-}
LANGFUSE_INIT_PROJECT_PUBLIC_KEY: ${LANGFUSE_INIT_PROJECT_PUBLIC_KEY:-}
LANGFUSE_INIT_PROJECT_SECRET_KEY: ${LANGFUSE_INIT_PROJECT_SECRET_KEY:-}
LANGFUSE_INIT_USER_EMAIL: ${LANGFUSE_INIT_USER_EMAIL:-}
LANGFUSE_INIT_USER_NAME: ${LANGFUSE_INIT_USER_NAME:-}
LANGFUSE_INIT_USER_PASSWORD: ${LANGFUSE_INIT_USER_PASSWORD:-}
clickhouse:
image: clickhouse/clickhouse-server
user: "101:101"
container_name: clickhouse
hostname: clickhouse
environment:
CLICKHOUSE_DB: default
CLICKHOUSE_USER: clickhouse
CLICKHOUSE_PASSWORD: clickhouse
volumes:
- langfuse_clickhouse_data:/var/lib/clickhouse
- langfuse_clickhouse_logs:/var/log/clickhouse-server
ports:
- "8123:8123"
- "9000:9000"
depends_on:
- postgres
minio:
image: minio/minio
container_name: minio
entrypoint: sh
# create the 'langfuse' bucket before starting the service
command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
environment:
MINIO_ROOT_USER: minio
MINIO_ROOT_PASSWORD: miniosecret
ports:
- "9090:9000"
- "9091:9001"
volumes:
- langfuse_minio_data:/data
healthcheck:
test: ["CMD", "mc", "ready", "local"]
interval: 1s
timeout: 5s
retries: 5
start_period: 1s
redis:
image: redis:7
restart: always
command: >
--requirepass ${REDIS_AUTH:-myredissecret}
ports:
- 6379:6379
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 3s
timeout: 10s
retries: 10
postgres:
image: postgres:${POSTGRES_VERSION:-latest}
restart: always
healthcheck:
test: ["CMD-SHELL", "pg_isready -U postgres"]
interval: 3s
timeout: 3s
retries: 10
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres
POSTGRES_DB: postgres
ports:
- 5432:5432
volumes:
- langfuse_postgres_data:/var/lib/postgresql/data
volumes:
langfuse_postgres_data:
driver: local
langfuse_clickhouse_data:
driver: local
langfuse_clickhouse_logs:
driver: local
langfuse_minio_data:
driver: local
+29 -149
View File
@@ -1,145 +1,31 @@
# Make sure to update the credential placeholders with your own secrets.
# We mark them with # CHANGEME in the file below.
# In addition, we recommend to restrict inbound traffic on the host to langfuse-web (port 3000) and minio (port 9090) only.
# All other components are bound to localhost (127.0.0.1) to only accept connections from the local machine.
# External connections from other machines will not be able to reach these services directly.
services:
langfuse-worker:
image: langfuse/langfuse-worker:3
restart: always
depends_on: &langfuse-depends-on
postgres:
condition: service_healthy
minio:
condition: service_healthy
redis:
condition: service_healthy
clickhouse:
langfuse-server:
image: langfuse/langfuse:2
depends_on:
db:
condition: service_healthy
ports:
- 127.0.0.1:3030:3030
environment: &langfuse-worker-env
DATABASE_URL: postgresql://postgres:postgres@postgres:5432/postgres # CHANGEME
SALT: "mysalt" # CHANGEME
ENCRYPTION_KEY: "0000000000000000000000000000000000000000000000000000000000000000" # CHANGEME: generate via `openssl rand -hex 32`
TELEMETRY_ENABLED: ${TELEMETRY_ENABLED:-true}
LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES: ${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-true}
CLICKHOUSE_MIGRATION_URL: ${CLICKHOUSE_MIGRATION_URL:-clickhouse://clickhouse:9000}
CLICKHOUSE_URL: ${CLICKHOUSE_URL:-http://clickhouse:8123}
CLICKHOUSE_USER: ${CLICKHOUSE_USER:-clickhouse}
CLICKHOUSE_PASSWORD: ${CLICKHOUSE_PASSWORD:-clickhouse} # CHANGEME
CLICKHOUSE_CLUSTER_ENABLED: ${CLICKHOUSE_CLUSTER_ENABLED:-false}
LANGFUSE_S3_EVENT_UPLOAD_BUCKET: ${LANGFUSE_S3_EVENT_UPLOAD_BUCKET:-langfuse}
LANGFUSE_S3_EVENT_UPLOAD_REGION: ${LANGFUSE_S3_EVENT_UPLOAD_REGION:-auto}
LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_EVENT_UPLOAD_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_EVENT_UPLOAD_SECRET_ACCESS_KEY:-miniosecret} # CHANGEME
LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT: ${LANGFUSE_S3_EVENT_UPLOAD_ENDPOINT:-http://minio:9000}
LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_EVENT_UPLOAD_FORCE_PATH_STYLE:-true}
LANGFUSE_S3_EVENT_UPLOAD_PREFIX: ${LANGFUSE_S3_EVENT_UPLOAD_PREFIX:-events/}
LANGFUSE_S3_MEDIA_UPLOAD_BUCKET: ${LANGFUSE_S3_MEDIA_UPLOAD_BUCKET:-langfuse}
LANGFUSE_S3_MEDIA_UPLOAD_REGION: ${LANGFUSE_S3_MEDIA_UPLOAD_REGION:-auto}
LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID: ${LANGFUSE_S3_MEDIA_UPLOAD_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY: ${LANGFUSE_S3_MEDIA_UPLOAD_SECRET_ACCESS_KEY:-miniosecret} # CHANGEME
LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT: ${LANGFUSE_S3_MEDIA_UPLOAD_ENDPOINT:-http://localhost:9090}
LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE: ${LANGFUSE_S3_MEDIA_UPLOAD_FORCE_PATH_STYLE:-true}
LANGFUSE_S3_MEDIA_UPLOAD_PREFIX: ${LANGFUSE_S3_MEDIA_UPLOAD_PREFIX:-media/}
LANGFUSE_S3_BATCH_EXPORT_ENABLED: ${LANGFUSE_S3_BATCH_EXPORT_ENABLED:-false}
LANGFUSE_S3_BATCH_EXPORT_BUCKET: ${LANGFUSE_S3_BATCH_EXPORT_BUCKET:-langfuse}
LANGFUSE_S3_BATCH_EXPORT_PREFIX: ${LANGFUSE_S3_BATCH_EXPORT_PREFIX:-exports/}
LANGFUSE_S3_BATCH_EXPORT_REGION: ${LANGFUSE_S3_BATCH_EXPORT_REGION:-auto}
LANGFUSE_S3_BATCH_EXPORT_ENDPOINT: ${LANGFUSE_S3_BATCH_EXPORT_ENDPOINT:-http://minio:9000}
LANGFUSE_S3_BATCH_EXPORT_EXTERNAL_ENDPOINT: ${LANGFUSE_S3_BATCH_EXPORT_EXTERNAL_ENDPOINT:-http://localhost:9090}
LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID: ${LANGFUSE_S3_BATCH_EXPORT_ACCESS_KEY_ID:-minio}
LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY: ${LANGFUSE_S3_BATCH_EXPORT_SECRET_ACCESS_KEY:-miniosecret} # CHANGEME
LANGFUSE_S3_BATCH_EXPORT_FORCE_PATH_STYLE: ${LANGFUSE_S3_BATCH_EXPORT_FORCE_PATH_STYLE:-true}
LANGFUSE_INGESTION_QUEUE_DELAY_MS: ${LANGFUSE_INGESTION_QUEUE_DELAY_MS:-}
LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS: ${LANGFUSE_INGESTION_CLICKHOUSE_WRITE_INTERVAL_MS:-}
REDIS_HOST: ${REDIS_HOST:-redis}
REDIS_PORT: ${REDIS_PORT:-6379}
REDIS_AUTH: ${REDIS_AUTH:-myredissecret} # CHANGEME
REDIS_TLS_ENABLED: ${REDIS_TLS_ENABLED:-false}
REDIS_TLS_CA: ${REDIS_TLS_CA:-/certs/ca.crt}
REDIS_TLS_CERT: ${REDIS_TLS_CERT:-/certs/redis.crt}
REDIS_TLS_KEY: ${REDIS_TLS_KEY:-/certs/redis.key}
langfuse-web:
image: langfuse/langfuse:3
restart: always
depends_on: *langfuse-depends-on
ports:
- 3000:3000
- "3000:3000"
environment:
<<: *langfuse-worker-env
NEXTAUTH_URL: http://localhost:3000
NEXTAUTH_SECRET: mysecret # CHANGEME
LANGFUSE_INIT_ORG_ID: ${LANGFUSE_INIT_ORG_ID:-}
LANGFUSE_INIT_ORG_NAME: ${LANGFUSE_INIT_ORG_NAME:-}
LANGFUSE_INIT_PROJECT_ID: ${LANGFUSE_INIT_PROJECT_ID:-}
LANGFUSE_INIT_PROJECT_NAME: ${LANGFUSE_INIT_PROJECT_NAME:-}
LANGFUSE_INIT_PROJECT_PUBLIC_KEY: ${LANGFUSE_INIT_PROJECT_PUBLIC_KEY:-}
LANGFUSE_INIT_PROJECT_SECRET_KEY: ${LANGFUSE_INIT_PROJECT_SECRET_KEY:-}
LANGFUSE_INIT_USER_EMAIL: ${LANGFUSE_INIT_USER_EMAIL:-}
LANGFUSE_INIT_USER_NAME: ${LANGFUSE_INIT_USER_NAME:-}
LANGFUSE_INIT_USER_PASSWORD: ${LANGFUSE_INIT_USER_PASSWORD:-}
- DATABASE_URL=postgresql://postgres:postgres@db:5432/postgres
- NEXTAUTH_SECRET=mysecret
- SALT=mysalt
- ENCRYPTION_KEY=0000000000000000000000000000000000000000000000000000000000000000 # generate via `openssl rand -hex 32`
- NEXTAUTH_URL=http://localhost:3000
- TELEMETRY_ENABLED=${TELEMETRY_ENABLED:-true}
- LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES=${LANGFUSE_ENABLE_EXPERIMENTAL_FEATURES:-false}
- LANGFUSE_INIT_ORG_ID=${LANGFUSE_INIT_ORG_ID:-}
- LANGFUSE_INIT_ORG_NAME=${LANGFUSE_INIT_ORG_NAME:-}
- LANGFUSE_INIT_PROJECT_ID=${LANGFUSE_INIT_PROJECT_ID:-}
- LANGFUSE_INIT_PROJECT_NAME=${LANGFUSE_INIT_PROJECT_NAME:-}
- LANGFUSE_INIT_PROJECT_PUBLIC_KEY=${LANGFUSE_INIT_PROJECT_PUBLIC_KEY:-}
- LANGFUSE_INIT_PROJECT_SECRET_KEY=${LANGFUSE_INIT_PROJECT_SECRET_KEY:-}
- LANGFUSE_INIT_USER_EMAIL=${LANGFUSE_INIT_USER_EMAIL:-}
- LANGFUSE_INIT_USER_NAME=${LANGFUSE_INIT_USER_NAME:-}
- LANGFUSE_INIT_USER_PASSWORD=${LANGFUSE_INIT_USER_PASSWORD:-}
clickhouse:
image: clickhouse/clickhouse-server
restart: always
user: "101:101"
environment:
CLICKHOUSE_DB: default
CLICKHOUSE_USER: clickhouse
CLICKHOUSE_PASSWORD: clickhouse # CHANGEME
volumes:
- langfuse_clickhouse_data:/var/lib/clickhouse
- langfuse_clickhouse_logs:/var/log/clickhouse-server
ports:
- 127.0.0.1:8123:8123
- 127.0.0.1:9000:9000
healthcheck:
test: wget --no-verbose --tries=1 --spider http://localhost:8123/ping || exit 1
interval: 5s
timeout: 5s
retries: 10
start_period: 1s
minio:
image: minio/minio
restart: always
entrypoint: sh
# create the 'langfuse' bucket before starting the service
command: -c 'mkdir -p /data/langfuse && minio server --address ":9000" --console-address ":9001" /data'
environment:
MINIO_ROOT_USER: minio
MINIO_ROOT_PASSWORD: miniosecret # CHANGEME
ports:
- 9090:9000
- 127.0.0.1:9091:9001
volumes:
- langfuse_minio_data:/data
healthcheck:
test: ["CMD", "mc", "ready", "local"]
interval: 1s
timeout: 5s
retries: 5
start_period: 1s
redis:
image: redis:7
restart: always
# CHANGEME: row below to secure redis password
command: >
--requirepass ${REDIS_AUTH:-myredissecret}
ports:
- 127.0.0.1:6379:6379
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 3s
timeout: 10s
retries: 10
postgres:
image: postgres:${POSTGRES_VERSION:-latest}
db:
image: postgres
restart: always
healthcheck:
test: ["CMD-SHELL", "pg_isready -U postgres"]
@@ -147,20 +33,14 @@ services:
timeout: 3s
retries: 10
environment:
POSTGRES_USER: postgres
POSTGRES_PASSWORD: postgres # CHANGEME
POSTGRES_DB: postgres
- POSTGRES_USER=postgres
- POSTGRES_PASSWORD=postgres
- POSTGRES_DB=postgres
ports:
- 127.0.0.1:5432:5432
- 5432:5432
volumes:
- langfuse_postgres_data:/var/lib/postgresql/data
- database_data:/var/lib/postgresql/data
volumes:
langfuse_postgres_data:
driver: local
langfuse_clickhouse_data:
driver: local
langfuse_clickhouse_logs:
driver: local
langfuse_minio_data:
database_data:
driver: local
+11 -25
View File
@@ -1,36 +1,24 @@
START NOTE
Langfuse is an open core project. Langfuse's core
is permissively licensed (MIT license).
Certain parts of the periphery of Langfuse are commercially
licensed and governed by this Enterprise License.
For the avoidance of doubt, this license does not apply
to the core of Langfuse as it is defined in its license in
the directory "/LICENSE" (as opposed to this file "ee/LICENSE")
which can be used and run without infringing the below license
and its licensed materials.
END NOTE
Langfuse Enterprise License (the “Enterprise License”)
Copyright (c) 2024 Langfuse GmbH ('Langfuse')
START OF LICENSE
Langfuse Enterprise license (the “Enterprise License” or "EE license")
Copyright (c) 2023-2025 Langfuse GmbH
With regard to the Langfuse Enterprise Software:
With regard to the Langfuse Software:
This software and associated documentation files (the "Software") may only be
used, if you (and any entity that you represent) have agreed to,
and are in compliance with, the applicable Langfuse Terms of Service, available
used in production, if you (and any entity that you represent) have agreed to,
and are in compliance with, the Langfuse Terms of Service, available
at https://langfuse.com/terms (the “Enterprise Terms”), or other
agreement governing the use of the Software, as agreed by you and Langfuse,
and otherwise have a valid Langfuse Enterprise License.
and otherwise have a valid Langfuse Enterprise license.
Subject to the foregoing sentence, you are free to
modify this Software and publish patches to the Software. You agree that Langfuse
and/or its licensors (as applicable) retain all right, title and interest in and
to all such modifications and/or patches, and all such modifications and/or
patches may only be used, copied, modified, displayed, distributed, or otherwise
exploited with a valid Langfuse Enterprise License. Notwithstanding the foregoing, you may copy and modify
exploited with a valid Langfuse Enterprise license.
Notwithstanding the foregoing, you may copy and modify
the Software for development and testing purposes, without requiring a
subscription. You agree that Langfuse GmbH and/or its licensors (as applicable) retain
subscription. You agree that Langfuse and/or its licensors (as applicable) retain
all right, title and interest in and to all such modifications. You are not
granted any other rights beyond what is expressly stated herein. Subject to the
foregoing, it is forbidden to copy, merge, publish, distribute, sublicense,
@@ -45,7 +33,5 @@ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
For all third party components incorporated into the Langfuse Software, those
components are licensed under the original license provided by the owner of the
components are licensed under the original license provided by the owner of the
applicable component.
END OF LICENSE
View File
+3 -3
View File
@@ -26,9 +26,9 @@
"dependencies": {
"@langfuse/shared": "workspace:*",
"@opentelemetry/api": ">=1.0.0 <1.10.0",
"axios": "^1.8.2",
"axios": "^1.7.7",
"https-proxy-agent": "^7.0.6",
"next": "^14.2.25",
"next": "^14.2.21",
"next-auth": "^4.24.11",
"zod": "^3.23.8"
},
@@ -48,7 +48,7 @@
},
"pnpm": {
"overrides": {
"nanoid": "^3.3.8"
"jsonpath-plus": "10.2.0"
}
}
}
+5 -2
View File
@@ -1,9 +1,12 @@
import { z } from "zod";
import { removeEmptyEnvVariables } from "@langfuse/shared";
import { env as sharedEnv, removeEmptyEnvVariables } from "@langfuse/shared";
const EnvSchema = z.object({
NEXT_PUBLIC_LANGFUSE_CLOUD_REGION: z.string().optional(),
LANGFUSE_EE_LICENSE_KEY: z.string().optional(),
});
export const env = EnvSchema.parse(removeEmptyEnvVariables(process.env));
export const env = {
...sharedEnv,
...EnvSchema.parse(removeEmptyEnvVariables(process.env)),
};
+1 -1
View File
@@ -12,7 +12,7 @@ groups:
# namespaceExport: Langfuse
# allowCustomFetcher: true
- name: fernapi/fern-openapi
version: 0.1.7
version: 0.0.26
output:
location: local-file-system
path: ../../../web/public/generated/api-client
@@ -1,165 +0,0 @@
# yaml-language-server: $schema=https://raw.githubusercontent.com/fern-api/fern/main/fern.schema.json
imports:
commons: ./commons.yml
pagination: ./utils/pagination.yml
service:
auth: true
base-path: /api/public
endpoints:
listQueues:
docs: Get all annotation queues
method: GET
path: /annotation-queues
request:
name: GetAnnotationQueuesRequest
query-parameters:
page:
type: optional<integer>
docs: page number, starts at 1
limit:
type: optional<integer>
docs: limit of items per page
response: PaginatedAnnotationQueues
getQueue:
docs: Get an annotation queue by ID
method: GET
path: /annotation-queues/{queueId}
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
response: AnnotationQueue
listQueueItems:
docs: Get items for a specific annotation queue
method: GET
path: /annotation-queues/{queueId}/items
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
request:
name: GetAnnotationQueueItemsRequest
query-parameters:
status:
type: optional<AnnotationQueueStatus>
docs: Filter by status
page:
type: optional<integer>
docs: page number, starts at 1
limit:
type: optional<integer>
docs: limit of items per page
response: PaginatedAnnotationQueueItems
getQueueItem:
docs: Get a specific item from an annotation queue
method: GET
path: /annotation-queues/{queueId}/items/{itemId}
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
itemId:
type: string
docs: The unique identifier of the annotation queue item
response: AnnotationQueueItem
createQueueItem:
docs: Add an item to an annotation queue
method: POST
path: /annotation-queues/{queueId}/items
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
request: CreateAnnotationQueueItemRequest
response: AnnotationQueueItem
updateQueueItem:
docs: Update an annotation queue item
method: PATCH
path: /annotation-queues/{queueId}/items/{itemId}
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
itemId:
type: string
docs: The unique identifier of the annotation queue item
request: UpdateAnnotationQueueItemRequest
response: AnnotationQueueItem
deleteQueueItem:
docs: Remove an item from an annotation queue
method: DELETE
path: /annotation-queues/{queueId}/items/{itemId}
path-parameters:
queueId:
type: string
docs: The unique identifier of the annotation queue
itemId:
type: string
docs: The unique identifier of the annotation queue item
response: DeleteAnnotationQueueItemResponse
types:
AnnotationQueueStatus:
enum:
- PENDING
- COMPLETED
AnnotationQueueObjectType:
enum:
- TRACE
- OBSERVATION
AnnotationQueue:
properties:
id: string
name: string
description: optional<string>
scoreConfigIds: list<string>
createdAt: datetime
updatedAt: datetime
AnnotationQueueItem:
properties:
id: string
queueId: string
objectId: string
objectType: AnnotationQueueObjectType
status: AnnotationQueueStatus
completedAt: optional<datetime>
createdAt: datetime
updatedAt: datetime
PaginatedAnnotationQueues:
properties:
data: list<AnnotationQueue>
meta: pagination.MetaResponse
PaginatedAnnotationQueueItems:
properties:
data: list<AnnotationQueueItem>
meta: pagination.MetaResponse
CreateAnnotationQueueItemRequest:
properties:
objectId: string
objectType: AnnotationQueueObjectType
status:
type: optional<AnnotationQueueStatus>
docs: Defaults to PENDING for new queue items
UpdateAnnotationQueueItemRequest:
properties:
status:
type: optional<AnnotationQueueStatus>
DeleteAnnotationQueueItemResponse:
properties:
success: boolean
message: string
+1 -1
View File
@@ -58,7 +58,7 @@ types:
docs: The id of the object to attach the comment to. If this does not reference a valid existing object, an error will be thrown.
content:
type: string
docs: The content of the comment. May include markdown. Currently limited to 3000 characters.
docs: The content of the comment. May include markdown. Currently limited to 500 characters.
authorUserId:
type: optional<string>
docs: The id of the user who created the comment.
+7 -25
View File
@@ -38,9 +38,6 @@ types:
public:
type: optional<boolean>
docs: Public traces are accessible via url without login
environment:
type: optional<string>
docs: The environment from which this trace originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
TraceWithDetails: # GET /traces
extends: Trace
properties:
@@ -82,9 +79,6 @@ types:
id: string
createdAt: datetime
projectId: string
environment:
type: optional<string>
docs: The environment from which this session originated.
SessionWithTraces:
extends: Session
properties:
@@ -132,7 +126,7 @@ types:
docs: The output data of the observation
usage:
type: optional<Usage>
docs: (Deprecated. Use usageDetails and costDetails instead.) The usage data of the observation
docs: The usage data of the observation
level:
type: ObservationLevel
docs: The level of the observation
@@ -145,15 +139,6 @@ types:
promptId:
type: optional<string>
docs: The prompt ID associated with the observation
usageDetails:
type: optional<map<string, integer>>
docs: The usage details of the observation. Key is the name of the usage metric, value is the number of units consumed. The total key is the sum of all (non-total) usage metrics or the total value ingested.
costDetails:
type: optional<map<string, double>>
docs: The cost details of the observation. Key is the name of the cost metric, value is the cost in USD. The total key is the sum of all (non-total) cost metrics or the total value ingested.
environment:
type: optional<string>
docs: The environment from which this observation originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
ObservationsView:
extends: Observation
@@ -178,13 +163,13 @@ types:
docs: The total price in USD.
calculatedInputCost:
type: optional<double>
docs: (Deprecated. Use usageDetails and costDetails instead.) The calculated cost of the input in USD
docs: The calculated cost of the input in USD
calculatedOutputCost:
type: optional<double>
docs: (Deprecated. Use usageDetails and costDetails instead.) The calculated cost of the output in USD
docs: The calculated cost of the output in USD
calculatedTotalCost:
type: optional<double>
docs: (Deprecated. Use usageDetails and costDetails instead.) The calculated total cost in USD
docs: The calculated total cost in USD
latency:
type: optional<double>
docs: The latency in seconds.
@@ -193,7 +178,7 @@ types:
docs: The time to the first token in seconds
Usage:
docs: (Deprecated. Use usageDetails and costDetails instead.) Standard interface for usage and cost
docs: Standard interface for usage and cost
properties:
input:
docs: Number of input units (e.g. tokens)
@@ -258,9 +243,6 @@ types:
queueId:
type: optional<string>
docs: Reference an annotation queue on a score. Populated if the score was initially created in an annotation queue.
environment:
type: optional<string>
docs: The environment from which this score originated. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
NumericScore:
extends: BaseScore
properties:
@@ -390,10 +372,10 @@ types:
type: string
startDate:
docs: Apply only to generations which are newer than this ISO date.
type: optional<datetime>
type: optional<date>
unit:
docs: Unit used by this model.
type: optional<ModelUsageUnit>
type: ModelUsageUnit
inputPrice:
docs: Price (USD) per input unit
type: optional<double>
@@ -37,21 +37,8 @@ service:
type: optional<integer>
docs: limit of items per page
response: PaginatedDatasetItems
delete:
docs: Delete a dataset item and all its run items. This action is irreversible.
method: DELETE
path: /dataset-items/{id}
path-parameters:
id:
type: string
response: DeleteDatasetItemResponse
types:
DeleteDatasetItemResponse:
properties:
message:
type: string
docs: Success message after deletion
CreateDatasetItemRequest:
properties:
datasetName: string
-11
View File
@@ -41,14 +41,6 @@ service:
datasetName: string
runName: string
response: commons.DatasetRunWithItems
deleteRun:
method: DELETE
docs: Delete a dataset run and all its run items. This action is irreversible.
path: /datasets/{datasetName}/runs/{runName}
path-parameters:
datasetName: string
runName: string
response: DeleteDatasetRunResponse
getRuns:
method: GET
docs: Get dataset runs
@@ -80,6 +72,3 @@ types:
properties:
data: list<commons.DatasetRun>
meta: pagination.MetaResponse
DeleteDatasetRunResponse:
properties:
message: string
+1 -107
View File
@@ -8,18 +8,9 @@ service:
endpoints:
batch:
docs: |
Batched ingestion for Langfuse Tracing.
If you want to use tracing via the API, such as to build your own Langfuse client implementation, this is the only API route you need to implement.
Within each batch, there can be multiple events.
Each event has a type, an id, a timestamp, metadata and a body.
Internally, we refer to this as the "event envelope" as it tells us something about the event but not the trace.
We use the event id within this envelope to deduplicate messages to avoid processing the same event twice, i.e. the event id should be unique per request.
The event.body.id is the ID of the actual trace and will be used for updates and will be visible within the Langfuse App.
I.e. if you want to update a trace, you'd use the same body id, but separate event IDs.
Batched ingestion for Langfuse Tracing. If you want to use tracing via the API, such as to build your own Langfuse client implementation, this is the only API route you need to implement.
Notes:
- Introduction to data model: https://langfuse.com/docs/tracing-data-model
- Batch sizes are limited to 3.5 MB in total. You need to adjust the number of events per batch accordingly.
- The API does not return a 4xx status code for input errors. Instead, it responds with a 207 status code, which includes a list of the encountered errors.
method: POST
@@ -37,70 +28,6 @@ service:
response:
type: IngestionResponse
status-code: 207
examples:
# Trace Create Request
- request:
batch:
- id: abcdef-1234-5678-90ab
timestamp: "2022-01-01T00:00:00.000Z"
type: "trace-create"
body:
id: abcdef-1234-5678-90ab
timestamp: "2022-01-01T00:00:00.000Z"
environment: "production"
name: "My Trace"
userId: "1234-5678-90ab-cdef"
input: "My input"
output: "My output"
sessionId: "1234-5678-90ab-cdef"
release: "1.0.0"
version: "1.0.0"
metadata: "My metadata"
tags: ["tag1", "tag2"]
public: true
response:
body:
successes:
- id: abcdef-1234-5678-90ab
status: 201
errors: []
# Observation Create Request
- request:
batch:
- id: abcdef-1234-5678-90ab
timestamp: "2022-01-01T00:00:00.000Z"
type: "span-create"
body:
id: abcdef-1234-5678-90ab
traceId: "1234-5678-90ab-cdef"
startTime: "2022-01-01T00:00:00.000Z"
environment: "test"
response:
body:
successes:
- id: abcdef-1234-5678-90ab
status: 201
errors: []
# Score Create Request
- request:
batch:
- id: abcdef-1234-5678-90ab
timestamp: "2022-01-01T00:00:00.000Z"
type: "score-create"
body:
id: abcdef-1234-5678-90ab
traceId: "1234-5678-90ab-cdef"
name: "My Score"
value: 0.9
environment: "default"
response:
body:
successes:
- id: abcdef-1234-5678-90ab
status: 201
errors: []
types:
IngestionEvent:
@@ -171,7 +98,6 @@ types:
statusMessage: optional<string>
parentObservationId: optional<string>
version: optional<string>
environment: optional<string>
CreateEventBody:
extends: OptionalObservationBody
@@ -200,8 +126,6 @@ types:
model: optional<string>
modelParameters: optional<map<string, commons.MapValue>>
usage: optional<IngestionUsage>
usageDetails: optional<UsageDetails>
costDetails: optional<map<string, double>>
promptName: optional<string>
promptVersion: optional<integer>
@@ -213,8 +137,6 @@ types:
modelParameters: optional<map<string, commons.MapValue>>
usage: optional<IngestionUsage>
promptName: optional<string>
usageDetails: optional<UsageDetails>
costDetails: optional<map<string, double>>
promptVersion: optional<integer>
ObservationBody:
@@ -236,7 +158,6 @@ types:
level: optional<commons.ObservationLevel>
statusMessage: optional<string>
parentObservationId: optional<string>
environment: optional<string>
TraceBody:
properties:
@@ -251,7 +172,6 @@ types:
version: optional<string>
metadata: optional<unknown>
tags: optional<list<string>>
environment: optional<string>
public:
type: optional<boolean>
docs: Make trace publicly accessible via url
@@ -265,7 +185,6 @@ types:
id: optional<string>
traceId: string
name: string
environment: optional<string>
value:
type: commons.CreateScoreValue
docs: The value of the score. Must be passed as string for categorical scores, and numeric for boolean and numeric scores. Boolean score values must equal either 1 or 0 (true or false)
@@ -393,28 +312,3 @@ types:
properties:
successes: list<IngestionSuccess>
errors: list<IngestionError>
OpenAICompletionUsageSchema:
docs: OpenAI Usage schema from (Chat-)Completion APIs
properties:
prompt_tokens: integer
completion_tokens: integer
total_tokens: integer
prompt_tokens_details: optional<map<string, optional<integer>>>
completion_tokens_details: optional<map<string, optional<integer>>>
OpenAIResponseUsageSchema:
docs: OpenAI Usage schema from Response API
properties:
input_tokens: integer
output_tokens: integer
total_tokens: integer
input_tokens_details: optional<map<string, optional<integer>>>
output_tokens_details: optional<map<string, optional<integer>>>
UsageDetails:
discriminated: false
union:
- map<string, integer>
- OpenAICompletionUsageSchema
- OpenAIResponseUsageSchema
+1 -59
View File
@@ -99,63 +99,5 @@ types:
docs: The unique langfuse identifier of a media record
MediaContentType:
enum:
- value: image/png
name: IMAGE_PNG
- value: image/jpeg
name: IMAGE_JPEG
- value: image/jpg
name: IMAGE_JPG
- value: image/webp
name: IMAGE_WEBP
- value: image/gif
name: IMAGE_GIF
- value: image/svg+xml
name: IMAGE_SVG_XML
- value: image/tiff
name: IMAGE_TIFF
- value: image/bmp
name: IMAGE_BMP
- value: audio/mpeg
name: AUDIO_MPEG
- value: audio/mp3
name: AUDIO_MP3
- value: audio/wav
name: AUDIO_WAV
- value: audio/ogg
name: AUDIO_OGG
- value: audio/oga
name: AUDIO_OGA
- value: audio/aac
name: AUDIO_AAC
- value: audio/mp4
name: AUDIO_MP4
- value: audio/flac
name: AUDIO_FLAC
- value: video/mp4
name: VIDEO_MP4
- value: video/webm
name: VIDEO_WEBM
- value: text/plain
name: TEXT_PLAIN
- value: text/html
name: TEXT_HTML
- value: text/css
name: TEXT_CSS
- value: text/csv
name: TEXT_CSV
- value: application/pdf
name: APPLICATION_PDF
- value: application/msword
name: APPLICATION_MSWORD
- value: application/vnd.ms-excel
name: APPLICATION_MS_EXCEL
- value: application/zip
name: APPLICATION_ZIP
- value: application/json
name: APPLICATION_JSON
- value: application/xml
name: APPLICATION_XML
- value: application/octet-stream
name: APPLICATION_OCTET_STREAM
type: literal<"image/png","image/jpeg","image/jpg","image/webp","audio/mpeg","audio/mp3","audio/wav","text/plain","application/pdf">
docs: The MIME type of the media record
-4
View File
@@ -29,10 +29,6 @@ service:
type: optional<string>
allow-multiple: true
docs: Optional filter for metrics where traces include all of these tags
environment:
type: optional<string>
allow-multiple: true
docs: Optional filter for metrics where events include any of these environments
fromTimestamp:
type: optional<datetime>
docs: Optional filter to only include traces and observations on or after a certain datetime (ISO 8601)
+1 -1
View File
@@ -58,7 +58,7 @@ types:
type: optional<datetime>
unit:
docs: Unit used by this model.
type: optional<commons.ModelUsageUnit>
type: commons.ModelUsageUnit
inputPrice:
docs: Price (USD) per input unit
type: optional<double>
@@ -33,10 +33,6 @@ service:
type: optional<string>
traceId: optional<string>
parentObservationId: optional<string>
environment:
type: optional<string>
allow-multiple: true
docs: Optional filter for observations where the environment is one of the provided values.
fromStartTime:
type: optional<datetime>
docs: Retrieve only observations with a start_time or or after this datetime (ISO 8601).
@@ -1,27 +0,0 @@
# yaml-language-server: $schema=https://raw.githubusercontent.com/fern-api/fern/main/fern.schema.json
imports:
prompts: ./prompts.yml
pagination: ./utils/pagination.yml
service:
auth: true
base-path: /api/public/v2
endpoints:
update:
docs: Update labels for a specific prompt version
method: PATCH
path: /prompts/{name}/versions/{version}
path-parameters:
name:
type: string
docs: The name of the prompt
version:
type: integer
docs: Version of the prompt to update
request:
name: UpdatePromptRequest
body:
properties:
newLabels:
type: list<string>
docs: New labels for the prompt version. Labels are unique across versions. The "latest" label is reserved and managed by Langfuse.
response: prompts.Prompt
-12
View File
@@ -90,9 +90,6 @@ types:
tags:
type: optional<list<string>>
docs: List of tags to apply to all versions of this prompt.
commitMessage:
type: optional<string>
docs: Commit message for this prompt version.
CreateTextPromptRequest:
properties:
@@ -105,9 +102,6 @@ types:
tags:
type: optional<list<string>>
docs: List of tags to apply to all versions of this prompt.
commitMessage:
type: optional<string>
docs: Commit message for this prompt version.
Prompt:
union:
@@ -125,12 +119,6 @@ types:
tags:
type: list<string>
docs: List of tags. Used to filter via UI and API. The same across versions of a prompt.
commitMessage:
type: optional<string>
docs: Commit message for this prompt version.
resolutionGraph:
type: optional<map<string, unknown>>
docs: The dependency resolution graph for the current prompt. Null if prompt has no dependencies.
ChatMessage:
properties:
+1 -13
View File
@@ -37,10 +37,6 @@ service:
toTimestamp:
type: optional<datetime>
docs: Optional filter to only include scores created before a certain datetime (ISO 8601)
environment:
type: optional<string>
allow-multiple: true
docs: Optional filter for scores where the environment is one of the provided values.
source:
type: optional<commons.ScoreSource>
docs: Retrieve only scores from a specific source.
@@ -63,7 +59,7 @@ service:
type: optional<commons.ScoreDataType>
docs: Retrieve only scores with a specific dataType.
traceTags:
type: optional<string>
type: optional<list<string>>
allow-multiple: true
docs: Only scores linked to traces that include all of these tags will be returned.
response: GetScoresResponse
@@ -95,9 +91,6 @@ types:
docs: The value of the score. Must be passed as string for categorical scores, and numeric for boolean and numeric scores. Boolean score values must equal either 1 or 0 (true or false)
observationId: optional<string>
comment: optional<string>
environment:
type: optional<string>
docs: The environment of the score. Can be any lowercase alphanumeric string with hyphens and underscores that does not start with 'langfuse'.
dataType:
type: optional<commons.ScoreDataType>
docs: The data type of the score. When passing a configId this field is inferred. Otherwise, this field must be passed or will default to numeric.
@@ -120,12 +113,10 @@ types:
dataType: "NUMERIC"
configId: "9203-4567-89ab-cdef"
traceId: "cdef-1234-5678-90ab"
environment: "test"
- value:
name: "toxicity"
value: "not toxic"
traceId: "cdef-1234-5678-90ab"
environment: "production"
- value:
name: "correctness"
value: "partially correct"
@@ -156,9 +147,6 @@ types:
tags:
type: optional<list<string>>
docs: A list of tags associated with the trace referenced by score
environment:
type: optional<string>
docs: The environment of the trace referenced by score
GetScoresResponseDataNumeric:
extends: commons.NumericScore
-4
View File
@@ -25,10 +25,6 @@ service:
toTimestamp:
type: optional<datetime>
docs: Optional filter to only include sessions created before a certain datetime (ISO 8601)
environment:
type: optional<string>
allow-multiple: true
docs: Optional filter for sessions where the environment is one of the provided values.
response: PaginatedSessions
get:
docs: Get a session. Please note that `traces` on this endpoint are not paginated, if you plan to fetch large sessions, consider `GET /api/public/traces?sessionId=<sessionId>`
-28
View File
@@ -15,15 +15,6 @@ service:
type: string
docs: The unique langfuse identifier of a trace
response: commons.TraceWithFullDetails
delete:
docs: Delete a specific trace
method: DELETE
path: /traces/{traceId}
path-parameters:
traceId:
type: string
docs: The unique langfuse identifier of the trace to delete
response: DeleteTraceResponse
list:
docs: Get list of traces
method: GET
@@ -59,32 +50,13 @@ service:
release:
type: optional<string>
docs: Optional filter to only include traces with a certain release.
environment:
type: optional<string>
allow-multiple: true
docs: Optional filter for traces where the environment is one of the provided values.
response: Traces
deleteMultiple:
docs: Delete multiple traces
method: DELETE
path: /traces
request:
name: DeleteTracesRequest
body:
properties:
traceIds:
type: list<string>
docs: List of trace IDs to delete
response: DeleteTraceResponse
types:
Traces:
properties:
data: list<commons.TraceWithDetails>
meta: pagination.MetaResponse
DeleteTraceResponse:
properties:
message: string
Sort:
properties:
id: string
+1 -8
View File
@@ -3,7 +3,7 @@ groups:
local:
generators:
- name: fernapi/fern-openapi
version: 0.1.7
version: 0.0.31
output:
location: local-file-system
path: ../../../web/public/generated/api
@@ -19,13 +19,6 @@ groups:
pydantic_config:
require_optional_fields: false
use_str_enums: false
# - name: fernapi/fern-java-sdk
# version: 2.20.1
# output:
# location: local-file-system
# path: ../../../../langfuse-java/src/main/java/com/langfuse/client/
# config:
# client-class-name: LangfuseClient
- name: fernapi/fern-postman
version: 0.0.45
output:
+3 -3
View File
@@ -1,4 +1,4 @@
{
"organization": "langfuse",
"version": "0.56.0"
}
"organization": "finto",
"version": "0.43.7"
}
+7 -5
View File
@@ -1,6 +1,6 @@
{
"name": "langfuse",
"version": "3.48.0",
"version": "2.95.2",
"author": "engineering@langfuse.com",
"license": "MIT",
"private": true,
@@ -25,16 +25,17 @@
"dev": "turbo run dev",
"lint": "turbo run lint",
"test": "turbo run test",
"models:migrate": "turbo run models:migrate",
"release": "dotenv -e ../.env -- release-it",
"prepare": "husky"
},
"devDependencies": {
"@release-it/bumper": "^7.0.1",
"@release-it/bumper": "^6.0.1",
"braces": "3.0.3",
"dotenv-cli": "^7.4.2",
"husky": "^9.0.11",
"prettier": "^3.3.3",
"release-it": "^18.1.2",
"release-it": "^17.3.0",
"turbo": "^1.13.4"
},
"release-it": {
@@ -80,14 +81,15 @@
}
}
},
"packageManager": "pnpm@9.5.0",
"pnpm": {
"overrides": {
"jsonpath-plus": "10.2.0",
"nanoid": "^3.3.8",
"katex": "^0.16.21"
},
"patchedDependencies": {
"next-auth@4.24.11": "patches/next-auth@4.24.11.patch"
}
}
},
"packageManager": "pnpm@9.5.0"
}
@@ -1 +0,0 @@
ALTER TABLE traces ON CLUSTER default DROP INDEX IF EXISTS idx_user_id;
@@ -1,2 +0,0 @@
ALTER TABLE traces ON CLUSTER default ADD INDEX IF NOT EXISTS idx_user_id user_id TYPE bloom_filter() GRANULARITY 1;
ALTER TABLE traces ON CLUSTER default MATERIALIZE INDEX IF EXISTS idx_user_id;
@@ -1 +0,0 @@
DROP TABLE event_log ON CLUSTER default;
@@ -1,19 +0,0 @@
CREATE TABLE event_log ON CLUSTER default
(
`id` String,
`project_id` String,
`entity_type` String,
`entity_id` String,
`event_id` Nullable(String),
`bucket_name` String,
`bucket_path` String,
`created_at` DateTime64(3) DEFAULT now(),
`updated_at` DateTime64(3) DEFAULT now()
) ENGINE = MergeTree()
ORDER BY (
project_id,
entity_type,
entity_id
);
@@ -1,3 +0,0 @@
ALTER TABLE traces ON CLUSTER default DROP COLUMN IF EXISTS environment;
ALTER TABLE observations ON CLUSTER default DROP COLUMN IF EXISTS environment;
ALTER TABLE scores ON CLUSTER default DROP COLUMN IF EXISTS environment;
@@ -1,3 +0,0 @@
ALTER TABLE traces ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
ALTER TABLE observations ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
ALTER TABLE scores ON CLUSTER default ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
@@ -1,7 +0,0 @@
-- Drop materialized views
DROP VIEW IF EXISTS project_environments_traces_mv ON CLUSTER default;
DROP VIEW IF EXISTS project_environments_observations_mv ON CLUSTER default;
DROP VIEW IF EXISTS project_environments_scores_mv ON CLUSTER default;
-- Drop the project_environments table
DROP TABLE IF EXISTS project_environments ON CLUSTER default;
@@ -1,30 +0,0 @@
-- Create the project_environments table with AggregatingMergeTree engine
CREATE TABLE project_environments ON CLUSTER default (
`project_id` String,
`environments` SimpleAggregateFunction(groupUniqArrayArray, Array(String))
) ENGINE = ReplicatedAggregatingMergeTree
ORDER BY (project_id);
-- Create materialized view for traces
CREATE MATERIALIZED VIEW project_environments_traces_mv ON CLUSTER default TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM traces
GROUP BY project_id;
-- Create materialized view for observations
CREATE MATERIALIZED VIEW project_environments_observations_mv ON CLUSTER default TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM observations
GROUP BY project_id;
-- Create materialized view for scores
CREATE MATERIALIZED VIEW project_environments_scores_mv ON CLUSTER default TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM scores
GROUP BY project_id;
@@ -1 +0,0 @@
ALTER TABLE traces ON CLUSTER default DROP INDEX IF EXISTS idx_user_id;
@@ -1,2 +0,0 @@
ALTER TABLE traces ADD INDEX IF NOT EXISTS idx_user_id user_id TYPE bloom_filter() GRANULARITY 1;
ALTER TABLE traces MATERIALIZE INDEX IF EXISTS idx_user_id;
@@ -1 +0,0 @@
DROP TABLE event_log;
@@ -1,19 +0,0 @@
CREATE TABLE event_log
(
`id` String,
`project_id` String,
`entity_type` String,
`entity_id` String,
`event_id` Nullable(String),
`bucket_name` String,
`bucket_path` String,
`created_at` DateTime64(3) DEFAULT now(),
`updated_at` DateTime64(3) DEFAULT now()
) ENGINE = MergeTree()
ORDER BY (
project_id,
entity_type,
entity_id
);
@@ -1,3 +0,0 @@
ALTER TABLE traces DROP COLUMN IF EXISTS environment;
ALTER TABLE observations DROP COLUMN IF EXISTS environment;
ALTER TABLE scores DROP COLUMN IF EXISTS environment;
@@ -1,3 +0,0 @@
ALTER TABLE traces ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
ALTER TABLE observations ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
ALTER TABLE scores ADD COLUMN environment LowCardinality(String) DEFAULT 'default' AFTER project_id;
@@ -1,7 +0,0 @@
-- Drop materialized views
DROP VIEW IF EXISTS project_environments_traces_mv;
DROP VIEW IF EXISTS project_environments_observations_mv;
DROP VIEW IF EXISTS project_environments_scores_mv;
-- Drop the project_environments table
DROP TABLE IF EXISTS project_environments;
@@ -1,30 +0,0 @@
-- Create the project_environments table with AggregatingMergeTree engine
CREATE TABLE project_environments (
`project_id` String,
`environments` SimpleAggregateFunction(groupUniqArrayArray, Array(String))
) ENGINE = AggregatingMergeTree
ORDER BY (project_id);
-- Create materialized view for traces
CREATE MATERIALIZED VIEW project_environments_traces_mv TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM traces
GROUP BY project_id;
-- Create materialized view for observations
CREATE MATERIALIZED VIEW project_environments_observations_mv TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM observations
GROUP BY project_id;
-- Create materialized view for scores
CREATE MATERIALIZED VIEW project_environments_scores_mv TO project_environments AS
SELECT
project_id,
groupUniqArray(environment) AS environments
FROM scores
GROUP BY project_id;
+12 -22
View File
@@ -18,33 +18,23 @@ then
exit 1
fi
# Ensure CLICKHOUSE_DB is set
if [ -z "${CLICKHOUSE_DB}" ]; then
export CLICKHOUSE_DB="default"
fi
# Ensure CLICKHOUSE_CLUSTER_NAME is set
if [ -z "${CLICKHOUSE_CLUSTER_NAME}" ]; then
export CLICKHOUSE_CLUSTER_NAME="default"
fi
# Construct the database URL
if [ "$CLICKHOUSE_CLUSTER_ENABLED" == "false" ] ; then
if [ "$CLICKHOUSE_CLUSTER_ENABLED" == "true" ] ; then
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&secure=true&skip_verify=true&x-cluster-name=default&x-migrations-table-engine=ReplicatedMergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&x-migrations-table-engine=MergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/unclustered -database "$DATABASE_URL" down
else
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&secure=true&skip_verify=true&x-cluster-name=${CLICKHOUSE_CLUSTER_NAME}&x-migrations-table-engine=ReplicatedMergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&x-cluster-name=${CLICKHOUSE_CLUSTER_NAME}&x-migrations-table-engine=ReplicatedMergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&x-cluster-name=default&x-migrations-table-engine=ReplicatedMergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/clustered -database "$DATABASE_URL" down
else
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&x-migrations-table-engine=MergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/unclustered -database "$DATABASE_URL" down
fi
+2 -7
View File
@@ -12,16 +12,11 @@ then
exit 1
fi
# Ensure CLICKHOUSE_DB is set
if [ -z "${CLICKHOUSE_DB}" ]; then
export CLICKHOUSE_DB="default"
fi
# Construct the database URL
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&x-migrations-table-engine=MergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&x-migrations-table-engine=MergeTree"
fi
# Execute the drop command
migrate -source file://clickhouse/migrations -database "$DATABASE_URL" drop
+7 -2
View File
@@ -1,5 +1,9 @@
import { prisma } from "../../src/db";
import { ObservationRecordReadType, redis } from "../../src/server";
import {
clickhouseClient,
ObservationRecordReadType,
} from "@langfuse/shared/src/server";
import { Prisma, prisma } from "../../src/db";
import { redis } from "@langfuse/shared/src/server";
import { prepareClickhouse } from "../../scripts/prepareClickhouse";
import { createDatasets } from "../../prisma/seed";
import { queryClickhouse } from "../../src/server/repositories/clickhouse";
@@ -61,6 +65,7 @@ async function main() {
} catch (error) {
console.error("Error during Clickhouse preparation:", error);
} finally {
await clickhouseClient().close();
await prisma.$disconnect();
redis?.disconnect();
console.log("Disconnected from Clickhouse.");
+12 -22
View File
@@ -18,33 +18,23 @@ then
exit 1
fi
# Ensure CLICKHOUSE_DB is set
if [ -z "${CLICKHOUSE_DB}" ]; then
export CLICKHOUSE_DB="default"
fi
# Ensure CLICKHOUSE_CLUSTER_NAME is set
if [ -z "${CLICKHOUSE_CLUSTER_NAME}" ]; then
export CLICKHOUSE_CLUSTER_NAME="default"
fi
# Construct the database URL
if [ "$CLICKHOUSE_CLUSTER_ENABLED" == "false" ] ; then
if [ "$CLICKHOUSE_CLUSTER_ENABLED" == "true" ] ; then
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&secure=true&skip_verify=true&x-cluster-name=default&x-migrations-table-engine=ReplicatedMergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&x-migrations-table-engine=MergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/unclustered -database "$DATABASE_URL" up
else
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&secure=true&skip_verify=true&x-cluster-name=${CLICKHOUSE_CLUSTER_NAME}&x-migrations-table-engine=ReplicatedMergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=${CLICKHOUSE_DB}&x-multi-statement=true&x-cluster-name=${CLICKHOUSE_CLUSTER_NAME}&x-migrations-table-engine=ReplicatedMergeTree"
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&x-cluster-name=default&x-migrations-table-engine=ReplicatedMergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/clustered -database "$DATABASE_URL" up
else
if [ "$CLICKHOUSE_MIGRATION_SSL" = true ] ; then
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&secure=true&skip_verify=true&x-migrations-table-engine=MergeTree"
else
DATABASE_URL="${CLICKHOUSE_MIGRATION_URL}?username=${CLICKHOUSE_USER}&password=${CLICKHOUSE_PASSWORD}&database=default&x-multi-statement=true&x-migrations-table-engine=MergeTree"
fi
# Execute the up command
migrate -source file://clickhouse/migrations/unclustered -database "$DATABASE_URL" up
fi
+13 -17
View File
@@ -33,7 +33,7 @@
"scripts": {
"build": "tsc",
"dev": "tsc --watch",
"lint": "eslint . --ext .js,.jsx,.ts,.tsx --max-warnings 65",
"lint": "eslint . --ext .js,.jsx,.ts,.tsx",
"lint:fix": "eslint . --ext .js,.jsx,.ts,.tsx --fix",
"db:migrate": "DISABLE_ERD=false dotenv -e ../../.env -- npx prisma migrate dev",
"db:push": "DISABLE_ERD=false dotenv -e ../../.env -- npx prisma db push",
@@ -47,7 +47,7 @@
"ch:down": "bash clickhouse/scripts/down.sh",
"ch:drop": "bash clickhouse/scripts/drop.sh",
"ch:reset": "pnpm run ch:down && pnpm run ch:up && pnpm run ch:seed",
"ch:seed": "dotenv -e ../../.env -- ts-node -r tsconfig-paths/register -r dotenv/config --compiler-options '{\"module\":\"CommonJS\"}' clickhouse/scripts/seed.ts",
"ch:seed": "dotenv -e ../../.env -- tsx clickhouse/scripts/seed.ts",
"load:setup": "dotenv -e ../../.env -- tsx scripts/load-seed.ts"
},
"prisma": {
@@ -61,31 +61,27 @@
"@aws-sdk/s3-request-presigner": "^3.679.0",
"@azure/storage-blob": "^12.26.0",
"@clickhouse/client": "^1.4.0",
"@google-cloud/storage": "^7.15.2",
"@langchain/anthropic": "^0.3.12",
"@langchain/aws": "^0.1.3",
"@langchain/core": "^0.3.37",
"@langchain/google-genai": "^0.1.9",
"@langchain/google-vertexai": "^0.1.8",
"@langchain/openai": "^0.3.17",
"@langchain/anthropic": "^0.3.8",
"@langchain/aws": "^0.1.2",
"@langchain/core": "^0.3.18",
"@langchain/openai": "^0.3.14",
"@opentelemetry/api": ">=1.0.0 <1.10.0",
"@prisma/client": "^6.3.0",
"@prisma/client": "^5.22.0",
"@react-email/components": "^0.0.19",
"@react-email/render": "^0.0.15",
"@types/bcryptjs": "^2.4.6",
"axios": "^1.8.2",
"axios": "^1.7.7",
"bcryptjs": "^2.4.3",
"bullmq": "^5.34.10",
"dd-trace": "^5.36.0",
"bullmq": "^5.12.10",
"dd-trace": "^5.23.1",
"decimal.js": "^10.4.3",
"exponential-backoff": "^3.1.1",
"https-proxy-agent": "^7.0.6",
"ioredis": "^5.4.1",
"kysely": "^0.27.4",
"langchain": "^0.3.15",
"langchain": "^0.3.6",
"langfuse-langchain": "3.30.3",
"lodash": "^4.17.21",
"lossless-json": "^4.0.2",
"next-auth": "^4.24.11",
"nodemailer": "^6.9.15",
"prisma-extension-kysely": "^2.1.0",
@@ -110,7 +106,7 @@
"kysely-codegen": "^0.16.8",
"nodemon": "^3.1.7",
"prettier": "^3.3.3",
"prisma": "^6.3.0",
"prisma": "^5.22.0",
"prisma-erd-generator": "^1.11.2",
"prisma-kysely": "^1.8.0",
"ts-node": "^10.9.2",
@@ -125,7 +121,7 @@
},
"pnpm": {
"overrides": {
"nanoid": "^3.3.8"
"jsonpath-plus": "10.0.7"
}
}
}
+148 -174
View File
@@ -12,25 +12,25 @@ export const Role = {
NONE: "NONE"
} as const;
export type Role = (typeof Role)[keyof typeof Role];
export const LegacyPrismaObservationType = {
export const ObservationType = {
SPAN: "SPAN",
EVENT: "EVENT",
GENERATION: "GENERATION"
} as const;
export type LegacyPrismaObservationType = (typeof LegacyPrismaObservationType)[keyof typeof LegacyPrismaObservationType];
export const LegacyPrismaObservationLevel = {
export type ObservationType = (typeof ObservationType)[keyof typeof ObservationType];
export const ObservationLevel = {
DEBUG: "DEBUG",
DEFAULT: "DEFAULT",
WARNING: "WARNING",
ERROR: "ERROR"
} as const;
export type LegacyPrismaObservationLevel = (typeof LegacyPrismaObservationLevel)[keyof typeof LegacyPrismaObservationLevel];
export const LegacyPrismaScoreSource = {
export type ObservationLevel = (typeof ObservationLevel)[keyof typeof ObservationLevel];
export const ScoreSource = {
ANNOTATION: "ANNOTATION",
API: "API",
EVAL: "EVAL"
} as const;
export type LegacyPrismaScoreSource = (typeof LegacyPrismaScoreSource)[keyof typeof LegacyPrismaScoreSource];
export type ScoreSource = (typeof ScoreSource)[keyof typeof ScoreSource];
export const ScoreDataType = {
CATEGORICAL: "CATEGORICAL",
NUMERIC: "NUMERIC",
@@ -59,11 +59,6 @@ export const CommentObjectType = {
PROMPT: "PROMPT"
} as const;
export type CommentObjectType = (typeof CommentObjectType)[keyof typeof CommentObjectType];
export const AuditLogRecordType = {
USER: "USER",
API_KEY: "API_KEY"
} as const;
export type AuditLogRecordType = (typeof AuditLogRecordType)[keyof typeof AuditLogRecordType];
export const JobType = {
EVAL: "EVAL"
} as const;
@@ -80,18 +75,6 @@ export const JobExecutionStatus = {
CANCELLED: "CANCELLED"
} as const;
export type JobExecutionStatus = (typeof JobExecutionStatus)[keyof typeof JobExecutionStatus];
export const BlobStorageIntegrationFileType = {
JSON: "JSON",
CSV: "CSV",
JSONL: "JSONL"
} as const;
export type BlobStorageIntegrationFileType = (typeof BlobStorageIntegrationFileType)[keyof typeof BlobStorageIntegrationFileType];
export const BlobStorageIntegrationType = {
S3: "S3",
S3_COMPATIBLE: "S3_COMPATIBLE",
AZURE_BLOB_STORAGE: "AZURE_BLOB_STORAGE"
} as const;
export type BlobStorageIntegrationType = (typeof BlobStorageIntegrationType)[keyof typeof BlobStorageIntegrationType];
export type Account = {
id: string;
user_id: string;
@@ -149,11 +132,9 @@ export type AuditLog = {
id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
type: Generated<AuditLogRecordType>;
api_key_id: string | null;
user_id: string | null;
user_id: string;
org_id: string;
user_org_role: string | null;
user_org_role: string;
project_id: string | null;
user_project_role: string | null;
resource_type: string;
@@ -189,35 +170,6 @@ export type BatchExport = {
url: string | null;
log: string | null;
};
export type BillingMeterBackup = {
stripe_customer_id: string;
meter_id: string;
start_time: Timestamp;
end_time: Timestamp;
aggregated_value: number;
event_name: string;
org_id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
};
export type BlobStorageIntegration = {
project_id: string;
type: BlobStorageIntegrationType;
bucket_name: string;
prefix: string;
access_key_id: string;
secret_access_key: string;
region: string;
endpoint: string | null;
force_path_style: boolean;
next_sync_at: Timestamp | null;
last_sync_at: Timestamp | null;
enabled: boolean;
export_frequency: string;
file_type: Generated<BlobStorageIntegrationFileType>;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
};
export type Comment = {
id: string;
project_id: string;
@@ -290,6 +242,16 @@ export type EvalTemplate = {
vars: Generated<string[]>;
output_schema: unknown;
};
export type Events = {
id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
project_id: string;
data: unknown;
headers: Generated<unknown>;
url: string | null;
method: string | null;
};
export type JobConfiguration = {
id: string;
created_at: Generated<Timestamp>;
@@ -304,7 +266,6 @@ export type JobConfiguration = {
variable_mapping: unknown;
sampling: string;
delay: number;
time_scope: Generated<string[]>;
};
export type JobExecution = {
id: string;
@@ -321,77 +282,6 @@ export type JobExecution = {
job_input_dataset_item_id: string | null;
job_output_score_id: string | null;
};
export type LegacyPrismaObservation = {
id: string;
trace_id: string | null;
project_id: string;
type: LegacyPrismaObservationType;
start_time: Generated<Timestamp>;
end_time: Timestamp | null;
name: string | null;
metadata: unknown | null;
parent_observation_id: string | null;
level: Generated<LegacyPrismaObservationLevel>;
status_message: string | null;
version: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
model: string | null;
internal_model: string | null;
internal_model_id: string | null;
modelParameters: unknown | null;
input: unknown | null;
output: unknown | null;
prompt_tokens: Generated<number>;
completion_tokens: Generated<number>;
total_tokens: Generated<number>;
unit: string | null;
input_cost: string | null;
output_cost: string | null;
total_cost: string | null;
calculated_input_cost: string | null;
calculated_output_cost: string | null;
calculated_total_cost: string | null;
completion_start_time: Timestamp | null;
prompt_id: string | null;
};
export type LegacyPrismaScore = {
id: string;
timestamp: Generated<Timestamp>;
project_id: string;
name: string;
value: number | null;
source: LegacyPrismaScoreSource;
author_user_id: string | null;
comment: string | null;
trace_id: string;
observation_id: string | null;
config_id: string | null;
string_value: string | null;
queue_id: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
data_type: Generated<ScoreDataType>;
};
export type LegacyPrismaTrace = {
id: string;
external_id: string | null;
timestamp: Generated<Timestamp>;
name: string | null;
user_id: string | null;
metadata: unknown | null;
release: string | null;
version: string | null;
project_id: string;
public: Generated<boolean>;
bookmarked: Generated<boolean>;
tags: Generated<string[]>;
input: unknown | null;
output: unknown | null;
session_id: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
};
export type LlmApiKeys = {
id: string;
created_at: Generated<Timestamp>;
@@ -403,29 +293,9 @@ export type LlmApiKeys = {
base_url: string | null;
custom_models: Generated<string[]>;
with_default_models: Generated<boolean>;
extra_headers: string | null;
extra_header_keys: Generated<string[]>;
config: unknown | null;
project_id: string;
};
export type LlmSchema = {
id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
project_id: string;
name: string;
description: string;
schema: unknown;
};
export type LlmTool = {
id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
project_id: string;
name: string;
description: string;
parameters: unknown;
};
export type Media = {
id: string;
sha_256_hash: string;
@@ -466,6 +336,40 @@ export type Model = {
tokenizer_id: string | null;
tokenizer_config: unknown | null;
};
export type Observation = {
id: string;
trace_id: string | null;
project_id: string;
type: ObservationType;
start_time: Generated<Timestamp>;
end_time: Timestamp | null;
name: string | null;
metadata: unknown | null;
parent_observation_id: string | null;
level: Generated<ObservationLevel>;
status_message: string | null;
version: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
model: string | null;
internal_model: string | null;
internal_model_id: string | null;
modelParameters: unknown | null;
input: unknown | null;
output: unknown | null;
prompt_tokens: Generated<number>;
completion_tokens: Generated<number>;
total_tokens: Generated<number>;
unit: string | null;
input_cost: string | null;
output_cost: string | null;
total_cost: string | null;
calculated_input_cost: string | null;
calculated_output_cost: string | null;
calculated_total_cost: string | null;
completion_start_time: Timestamp | null;
prompt_id: string | null;
};
export type ObservationMedia = {
id: string;
project_id: string;
@@ -476,6 +380,43 @@ export type ObservationMedia = {
observation_id: string;
field: string;
};
export type ObservationView = {
id: string;
trace_id: string | null;
project_id: string;
type: ObservationType;
start_time: Timestamp;
end_time: Timestamp | null;
name: string | null;
metadata: unknown | null;
parent_observation_id: string | null;
level: Generated<ObservationLevel>;
status_message: string | null;
version: string | null;
created_at: Timestamp;
updated_at: Timestamp;
model: string | null;
modelParameters: unknown | null;
input: unknown | null;
output: unknown | null;
prompt_tokens: Generated<number>;
completion_tokens: Generated<number>;
total_tokens: Generated<number>;
unit: string | null;
completion_start_time: Timestamp | null;
prompt_id: string | null;
prompt_name: string | null;
prompt_version: number | null;
model_id: string | null;
input_price: string | null;
output_price: string | null;
total_price: string | null;
calculated_input_cost: string | null;
calculated_output_cost: string | null;
calculated_total_cost: string | null;
latency: number | null;
time_to_first_token: number | null;
};
export type Organization = {
id: string;
name: string;
@@ -512,9 +453,7 @@ export type Project = {
org_id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
deleted_at: Timestamp | null;
name: string;
retention_days: number | null;
};
export type ProjectMembership = {
org_membership_id: string;
@@ -538,24 +477,24 @@ export type Prompt = {
config: Generated<unknown>;
tags: Generated<string[]>;
labels: Generated<string[]>;
commit_message: string | null;
};
export type PromptDependency = {
export type Score = {
id: string;
timestamp: Generated<Timestamp>;
project_id: string;
name: string;
value: number | null;
source: ScoreSource;
author_user_id: string | null;
comment: string | null;
trace_id: string;
observation_id: string | null;
config_id: string | null;
string_value: string | null;
queue_id: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
project_id: string;
parent_id: string;
child_name: string;
child_label: string | null;
child_version: number | null;
};
export type PromptProtectedLabels = {
id: string;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
project_id: string;
label: string;
data_type: Generated<ScoreDataType>;
};
export type ScoreConfig = {
id: string;
@@ -583,6 +522,25 @@ export type SsoConfig = {
auth_provider: string;
auth_config: unknown | null;
};
export type Trace = {
id: string;
external_id: string | null;
timestamp: Generated<Timestamp>;
name: string | null;
user_id: string | null;
metadata: unknown | null;
release: string | null;
version: string | null;
project_id: string;
public: Generated<boolean>;
bookmarked: Generated<boolean>;
tags: Generated<string[]>;
input: unknown | null;
output: unknown | null;
session_id: string | null;
created_at: Generated<Timestamp>;
updated_at: Generated<Timestamp>;
};
export type TraceMedia = {
id: string;
project_id: string;
@@ -599,7 +557,26 @@ export type TraceSession = {
project_id: string;
bookmarked: Generated<boolean>;
public: Generated<boolean>;
environment: Generated<string>;
};
export type TraceView = {
id: string;
external_id: string | null;
timestamp: Generated<Timestamp>;
name: string | null;
user_id: string | null;
metadata: unknown | null;
release: string | null;
version: string | null;
project_id: string;
public: Generated<boolean>;
bookmarked: Generated<boolean>;
tags: Generated<string[]>;
input: unknown | null;
output: unknown | null;
session_id: string | null;
created_at: Timestamp;
updated_at: Timestamp;
duration: number | null;
};
export type User = {
id: string;
@@ -626,8 +603,6 @@ export type DB = {
audit_logs: AuditLog;
background_migrations: BackgroundMigration;
batch_exports: BatchExport;
billing_meter_backups: BillingMeterBackup;
blob_storage_integrations: BlobStorageIntegration;
comments: Comment;
cron_jobs: CronJobs;
dataset_items: DatasetItem;
@@ -635,32 +610,31 @@ export type DB = {
dataset_runs: DatasetRuns;
datasets: Dataset;
eval_templates: EvalTemplate;
events: Events;
job_configurations: JobConfiguration;
job_executions: JobExecution;
llm_api_keys: LlmApiKeys;
llm_schemas: LlmSchema;
llm_tools: LlmTool;
media: Media;
membership_invitations: MembershipInvitation;
models: Model;
observation_media: ObservationMedia;
observations: LegacyPrismaObservation;
observations: Observation;
observations_view: ObservationView;
organization_memberships: OrganizationMembership;
organizations: Organization;
posthog_integrations: PosthogIntegration;
prices: Price;
project_memberships: ProjectMembership;
projects: Project;
prompt_dependencies: PromptDependency;
prompt_protected_labels: PromptProtectedLabels;
prompts: Prompt;
score_configs: ScoreConfig;
scores: LegacyPrismaScore;
scores: Score;
Session: Session;
sso_configs: SsoConfig;
trace_media: TraceMedia;
trace_sessions: TraceSession;
traces: LegacyPrismaTrace;
traces: Trace;
traces_view: TraceView;
users: User;
verification_tokens: VerificationToken;
};
@@ -1,2 +0,0 @@
-- AlterTable
ALTER TABLE "projects" ADD COLUMN "deleted_at" TIMESTAMP(3);
@@ -1,5 +0,0 @@
-- DropForeignKey
ALTER TABLE "job_executions" DROP CONSTRAINT "job_executions_job_output_score_id_fkey";
-- DropForeignKey
ALTER TABLE "traces" DROP CONSTRAINT "traces_session_id_project_id_fkey";
@@ -1,13 +0,0 @@
-- CreateTable
CREATE TABLE "queue_backups" (
"id" TEXT NOT NULL,
"project_id" TEXT,
"queue_name" TEXT NOT NULL,
"content" JSONB NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
CONSTRAINT "queue_backups_pkey" PRIMARY KEY ("id")
);
-- AddForeignKey
ALTER TABLE "traces" ADD CONSTRAINT "traces_session_id_project_id_fkey" FOREIGN KEY ("session_id", "project_id") REFERENCES "trace_sessions"("id", "project_id") ON DELETE RESTRICT ON UPDATE CASCADE;
@@ -1,2 +0,0 @@
-- DropForeignKey
ALTER TABLE "traces" DROP CONSTRAINT "traces_session_id_project_id_fkey";
@@ -1,21 +0,0 @@
-- CreateTable
CREATE TABLE "billing_meter_backups" (
"stripe_customer_id" TEXT NOT NULL,
"meter_id" TEXT NOT NULL,
"start_time" TIMESTAMP(3) NOT NULL,
"end_time" TIMESTAMP(3) NOT NULL,
"aggregated_value" INTEGER NOT NULL,
"event_name" TEXT NOT NULL,
"org_id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP
);
-- CreateIndex
CREATE INDEX "billing_meter_backups_stripe_customer_id_meter_id_start_tim_idx" ON "billing_meter_backups"("stripe_customer_id", "meter_id", "start_time", "end_time");
-- CreateIndex
CREATE UNIQUE INDEX "billing_meter_backups_stripe_customer_id_meter_id_start_tim_key" ON "billing_meter_backups"("stripe_customer_id", "meter_id", "start_time", "end_time");
@@ -1,3 +0,0 @@
ALTER TABLE "llm_api_keys"
ADD COLUMN "extra_headers" TEXT,
ADD COLUMN "extra_header_keys" TEXT[] NOT NULL DEFAULT '{}'::TEXT[];
@@ -1,3 +0,0 @@
-- AlterTable
ALTER TABLE "projects"
ADD COLUMN "retention_days" INTEGER;
@@ -1 +0,0 @@
UPDATE "llm_api_keys" SET adapter = 'google-vertex-ai' WHERE adapter = 'vertex-ai';
@@ -1,2 +0,0 @@
-- AlterTable
ALTER TABLE "prompts" ADD COLUMN "commit_message" TEXT;
@@ -1,20 +0,0 @@
-- CreateTable
CREATE TABLE "event_log" (
"id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"bucket_name" TEXT NOT NULL,
"bucket_path" TEXT NOT NULL,
"project_id" TEXT NOT NULL,
"entity_type" TEXT NOT NULL,
"entity_id" TEXT NOT NULL,
"event_id" TEXT NOT NULL,
"trace_id" TEXT,
CONSTRAINT "event_log_pkey" PRIMARY KEY ("id"),
CONSTRAINT "event_log_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE
);
-- CreateIndex
CREATE INDEX "event_log_project_id_entity_type_entity_id_idx" ON "event_log"("project_id", "entity_type", "entity_id");
@@ -1,2 +0,0 @@
-- DropTable
DROP TABLE event_log;
@@ -1,2 +0,0 @@
-- DropTable
DROP TABLE events;
@@ -1,2 +0,0 @@
-- AlterTable
ALTER TABLE "job_configurations" ADD COLUMN "time_scope" TEXT[] DEFAULT ARRAY['NEW']::TEXT[];
@@ -1,3 +0,0 @@
-- AlterTable
ALTER TABLE "trace_sessions"
ADD COLUMN "environment" TEXT NOT NULL DEFAULT 'default';
@@ -1,2 +0,0 @@
DROP VIEW IF EXISTS "observations_view";
DROP VIEW IF EXISTS "traces_view";
@@ -1,18 +0,0 @@
CREATE TABLE "prompt_dependencies" (
"id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"project_id" TEXT NOT NULL,
"parent_id" TEXT NOT NULL,
"child_name" TEXT NOT NULL,
"child_label" TEXT,
"child_version" INTEGER,
CONSTRAINT "prompt_dependencies_pkey" PRIMARY KEY ("id")
);
ALTER TABLE "prompt_dependencies" ADD CONSTRAINT "prompt_dependencies_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
ALTER TABLE "prompt_dependencies" ADD CONSTRAINT "prompt_dependencies_parent_id_fkey" FOREIGN KEY ("parent_id") REFERENCES "prompts"("id") ON DELETE CASCADE ON UPDATE CASCADE;
CREATE INDEX "prompt_dependencies_project_id_parent_id" ON "prompt_dependencies"("project_id", "parent_id");
CREATE INDEX "prompt_dependencies_project_id_child_name" ON "prompt_dependencies"("project_id", "child_name");
@@ -1,11 +0,0 @@
-- CreateEnum
CREATE TYPE "AuditLogRecordType" AS ENUM ('USER', 'API_KEY');
-- AlterTable
ALTER TABLE "audit_logs" ADD COLUMN "api_key_id" TEXT,
ADD COLUMN "type" "AuditLogRecordType" NOT NULL DEFAULT 'USER',
ALTER COLUMN "user_id" DROP NOT NULL,
ALTER COLUMN "user_org_role" DROP NOT NULL;
-- CreateIndex
CREATE INDEX "audit_logs_api_key_id_idx" ON "audit_logs"("api_key_id");
@@ -1,2 +0,0 @@
-- DropTable
DROP TABLE "queue_backups";
@@ -1,26 +0,0 @@
-- CreateEnum
CREATE TYPE "BlobStorageIntegrationType" AS ENUM ('S3', 'S3_COMPATIBLE', 'AZURE_BLOB_STORAGE');
-- CreateTable
CREATE TABLE "blob_storage_integrations" (
"project_id" TEXT NOT NULL,
"type" "BlobStorageIntegrationType" NOT NULL,
"bucket_name" TEXT NOT NULL,
"prefix" TEXT NOT NULL,
"access_key_id" TEXT NOT NULL,
"secret_access_key" TEXT NOT NULL,
"region" TEXT NOT NULL,
"endpoint" TEXT,
"force_path_style" BOOLEAN NOT NULL,
"next_sync_at" TIMESTAMP(3),
"last_sync_at" TIMESTAMP(3),
"enabled" BOOLEAN NOT NULL,
"export_frequency" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
CONSTRAINT "blob_storage_integrations_pkey" PRIMARY KEY ("project_id")
);
-- AddForeignKey
ALTER TABLE "blob_storage_integrations" ADD CONSTRAINT "blob_storage_integrations_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
@@ -1,37 +0,0 @@
-- CreateTable
CREATE TABLE "llm_schemas" (
"id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"project_id" TEXT NOT NULL,
"name" TEXT NOT NULL,
"description" TEXT NOT NULL,
"schema" JSON NOT NULL,
CONSTRAINT "llm_schemas_pkey" PRIMARY KEY ("id")
);
-- CreateTable
CREATE TABLE "llm_tools" (
"id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"project_id" TEXT NOT NULL,
"name" TEXT NOT NULL,
"description" TEXT NOT NULL,
"parameters" JSON NOT NULL,
CONSTRAINT "llm_tools_pkey" PRIMARY KEY ("id")
);
-- CreateIndex
CREATE UNIQUE INDEX "llm_schemas_project_id_name_key" ON "llm_schemas"("project_id", "name");
-- CreateIndex
CREATE UNIQUE INDEX "llm_tools_project_id_name_key" ON "llm_tools"("project_id", "name");
-- AddForeignKey
ALTER TABLE "llm_schemas" ADD CONSTRAINT "llm_schemas_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
-- AddForeignKey
ALTER TABLE "llm_tools" ADD CONSTRAINT "llm_tools_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
@@ -1,16 +0,0 @@
-- CreateTable
CREATE TABLE "prompt_protected_labels" (
"id" TEXT NOT NULL,
"created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"updated_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
"project_id" TEXT NOT NULL,
"label" TEXT NOT NULL,
CONSTRAINT "prompt_protected_labels_pkey" PRIMARY KEY ("id")
);
-- CreateIndex
CREATE UNIQUE INDEX "prompt_protected_labels_project_id_label_key" ON "prompt_protected_labels"("project_id", "label");
-- AddForeignKey
ALTER TABLE "prompt_protected_labels" ADD CONSTRAINT "prompt_protected_labels_project_id_fkey" FOREIGN KEY ("project_id") REFERENCES "projects"("id") ON DELETE CASCADE ON UPDATE CASCADE;
@@ -1,5 +0,0 @@
-- CreateEnum
CREATE TYPE "BlobStorageIntegrationFileType" AS ENUM ('JSON', 'CSV', 'JSONL');
-- AlterTable
ALTER TABLE "blob_storage_integrations" ADD COLUMN "file_type" "BlobStorageIntegrationFileType" NOT NULL DEFAULT 'CSV';
@@ -1,17 +0,0 @@
-- Delete duplicate membership invitations, keeping only the newest one for each email and org_id combination
WITH ranked_invitations AS (
SELECT
id,
email,
org_id,
ROW_NUMBER() OVER (PARTITION BY email, org_id ORDER BY updated_at DESC) as rn
FROM membership_invitations
)
DELETE FROM membership_invitations
WHERE id IN (
SELECT id FROM ranked_invitations WHERE rn > 1
);
-- CreateIndex
CREATE UNIQUE INDEX "membership_invitations_email_org_id_key" ON "membership_invitations"("email", "org_id");
@@ -1,3 +1,3 @@
# Please do not edit this file manually
# It should be added in your version-control system (e.g., Git)
# It should be added in your version-control system (i.e. Git)
provider = "postgresql"
+244 -293
View File
@@ -3,7 +3,7 @@
generator client {
provider = "prisma-client-js"
previewFeatures = ["views", "relationJoins", "metrics"]
previewFeatures = ["tracing", "views", "relationJoins", "metrics"]
}
datasource db {
@@ -109,42 +109,36 @@ model Organization {
}
model Project {
id String @id @default(cuid())
orgId String @map("org_id")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
deletedAt DateTime? @map("deleted_at")
name String
retentionDays Int? @map("retention_days")
projectMembers ProjectMembership[]
organization Organization @relation(fields: [orgId], references: [id], onUpdate: Cascade, onDelete: Cascade)
apiKeys ApiKey[]
dataset Dataset[]
invitations MembershipInvitation[]
sessions TraceSession[]
Prompt Prompt[]
Model Model[]
EvalTemplate EvalTemplate[]
JobConfiguration JobConfiguration[]
JobExecution JobExecution[]
LlmApiKeys LlmApiKeys[]
PosthogIntegration PosthogIntegration[]
BlobStorageIntegration BlobStorageIntegration[]
scoreConfig ScoreConfig[]
BatchExport BatchExport[]
comment Comment[]
annotationQueue AnnotationQueue[]
annotationQueueItem AnnotationQueueItem[]
TraceMedia TraceMedia[]
Media Media[]
ObservationMedia ObservationMedia[]
LegacyTrace LegacyPrismaTrace[]
LegacyObservation LegacyPrismaObservation[]
LegacyScore LegacyPrismaScore[]
PromptDependency PromptDependency[]
LlmSchema LlmSchema[]
LlmTool LlmTool[]
PromptProtectedLabels PromptProtectedLabels[]
id String @id @default(cuid())
orgId String @map("org_id")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
name String
projectMembers ProjectMembership[]
organization Organization @relation(fields: [orgId], references: [id], onUpdate: Cascade, onDelete: Cascade)
traces Trace[]
observations Observation[]
apiKeys ApiKey[]
dataset Dataset[]
RawEvents Events[]
invitations MembershipInvitation[]
sessions TraceSession[]
Prompt Prompt[]
Model Model[]
EvalTemplate EvalTemplate[]
JobConfiguration JobConfiguration[]
JobExecution JobExecution[]
LlmApiKeys LlmApiKeys[]
PosthogIntegration PosthogIntegration[]
Score Score[]
scoreConfig ScoreConfig[]
BatchExport BatchExport[]
comment Comment[]
annotationQueue AnnotationQueue[]
annotationQueueItem AnnotationQueueItem[]
TraceMedia TraceMedia[]
Media Media[]
ObservationMedia ObservationMedia[]
@@index([orgId])
@@map("projects")
@@ -197,8 +191,6 @@ model LlmApiKeys {
baseURL String? @map("base_url")
customModels String[] @default([]) @map("custom_models")
withDefaultModels Boolean @default(true) @map("with_default_models")
extraHeaders String? @map("extra_headers")
extraHeaderKeys String[] @default([]) @map("extra_header_keys")
config Json?
projectId String @map("project_id")
@@ -257,7 +249,6 @@ model MembershipInvitation {
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
@@unique([email, orgId]) // do not include projectId as this leads to issues when processing the invites, needs new logic
@@index([projectId])
@@index([orgId])
@@index([email])
@@ -273,14 +264,14 @@ enum Role {
}
model TraceSession {
id String @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
bookmarked Boolean @default(false)
public Boolean @default(false)
environment String @default("default")
id String @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
bookmarked Boolean @default(false)
public Boolean @default(false)
traces Trace[]
@@id([id, projectId])
@@index([projectId])
@@ -289,25 +280,28 @@ model TraceSession {
@@map("trace_sessions")
}
model LegacyPrismaTrace {
id String @id @default(cuid())
externalId String? @map("external_id")
timestamp DateTime @default(now())
// Update TraceView below when making changes to this model!
model Trace {
id String @id @default(cuid())
externalId String? @map("external_id")
timestamp DateTime @default(now())
name String?
userId String? @map("user_id")
userId String? @map("user_id")
metadata Json?
release String?
version String?
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
public Boolean @default(false)
bookmarked Boolean @default(false)
tags String[] @default([])
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
public Boolean @default(false)
bookmarked Boolean @default(false)
tags String[] @default([])
input Json?
output Json?
sessionId String? @map("session_id")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
sessionId String? @map("session_id")
session TraceSession? @relation(fields: [sessionId, projectId], references: [id, projectId])
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
@@index([projectId, timestamp])
@@index([sessionId])
@@ -320,43 +314,80 @@ model LegacyPrismaTrace {
@@map("traces")
}
model LegacyPrismaObservation {
id String @id @default(cuid())
traceId String? @map("trace_id")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
type LegacyPrismaObservationType
startTime DateTime @default(now()) @map("start_time")
endTime DateTime? @map("end_time")
name String?
metadata Json?
parentObservationId String? @map("parent_observation_id")
level LegacyPrismaObservationLevel @default(DEFAULT)
statusMessage String? @map("status_message")
version String?
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
// This view is based on the trace table. Once prisma supports
// inheritance, we should remove code duplication here.
view TraceView {
// trace fields
id String @id @default(cuid())
externalId String? @map("external_id")
timestamp DateTime @default(now())
name String?
userId String? @map("user_id")
metadata Json?
release String?
version String?
projectId String @map("project_id")
public Boolean @default(false)
bookmarked Boolean @default(false)
tags String[] @default([])
input Json?
output Json?
sessionId String? @map("session_id")
createdAt DateTime @map("created_at")
updatedAt DateTime @map("updated_at")
// calculated fields
duration Float? @map("duration") // can be null if no observations in trace
@@map("traces_view")
}
// Update ObservationView below when making changes to this model!
// traceId is optional only due to timing during data injestion
// (traceId is not necessarily known at the time of observation creation)
model Observation {
id String @id @default(cuid())
traceId String? @map("trace_id")
projectId String @map("project_id")
type ObservationType
startTime DateTime @default(now()) @map("start_time")
endTime DateTime? @map("end_time")
name String?
metadata Json?
parentObservationId String? @map("parent_observation_id")
level ObservationLevel @default(DEFAULT)
statusMessage String? @map("status_message")
version String?
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
// GENERATION ONLY
model String? // user-provided model attribute
internalModel String? @map("internal_model") // matched model.name that is matched at ingestion time, to be deprecated
internalModelId String? @map("internal_model_id") // matched model.id that is matched at ingestion time
modelParameters Json?
input Json?
output Json?
promptTokens Int @default(0) @map("prompt_tokens")
completionTokens Int @default(0) @map("completion_tokens")
totalTokens Int @default(0) @map("total_tokens")
unit String?
model String? // user-provided model attribute
internalModel String? @map("internal_model") // matched model.name that is matched at ingestion time, to be deprecated
internalModelId String? @map("internal_model_id") // matched model.id that is matched at ingestion time
modelParameters Json?
input Json?
output Json?
promptTokens Int @default(0) @map("prompt_tokens")
completionTokens Int @default(0) @map("completion_tokens")
totalTokens Int @default(0) @map("total_tokens")
unit String?
// User provided cost at ingestion
inputCost Decimal? @map("input_cost")
outputCost Decimal? @map("output_cost")
totalCost Decimal? @map("total_cost")
inputCost Decimal? @map("input_cost")
outputCost Decimal? @map("output_cost")
totalCost Decimal? @map("total_cost")
// Calculated cost
calculatedInputCost Decimal? @map("calculated_input_cost")
calculatedOutputCost Decimal? @map("calculated_output_cost")
calculatedTotalCost Decimal? @map("calculated_total_cost")
completionStartTime DateTime? @map("completion_start_time")
promptId String? @map("prompt_id") // no fk constraint, prompt can be deleted
calculatedInputCost Decimal? @map("calculated_input_cost")
calculatedOutputCost Decimal? @map("calculated_output_cost")
calculatedTotalCost Decimal? @map("calculated_total_cost")
completionStartTime DateTime? @map("completion_start_time")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
promptId String? @map("prompt_id") // no fk constraint, prompt can be deleted
@@unique([id, projectId])
@@index([projectId, internalModel, startTime, unit])
@@ -373,42 +404,89 @@ model LegacyPrismaObservation {
@@map("observations")
}
enum LegacyPrismaObservationType {
// This view is a mix of the observation and model. Once prisma supports
// inheritance, we should remove code duplication here.
view ObservationView {
id String @id @default(cuid())
traceId String? @map("trace_id")
projectId String @map("project_id")
type ObservationType
startTime DateTime @map("start_time")
endTime DateTime? @map("end_time")
name String?
metadata Json?
parentObservationId String? @map("parent_observation_id")
level ObservationLevel @default(DEFAULT)
statusMessage String? @map("status_message")
version String?
createdAt DateTime @map("created_at")
updatedAt DateTime @map("updated_at")
// GENERATION ONLY
model String?
modelParameters Json?
input Json?
output Json?
promptTokens Int @default(0) @map("prompt_tokens")
completionTokens Int @default(0) @map("completion_tokens")
totalTokens Int @default(0) @map("total_tokens")
unit String?
completionStartTime DateTime? @map("completion_start_time")
// prompts
promptId String? @map("prompt_id")
promptName String? @map("prompt_name")
promptVersion Int? @map("prompt_version")
// model fields
modelId String? @map("model_id")
inputPrice Decimal? @map("input_price")
outputPrice Decimal? @map("output_price")
totalPrice Decimal? @map("total_price")
// calculated fields
calculatedInputCost Decimal? @map("calculated_input_cost")
calculatedOutputCost Decimal? @map("calculated_output_cost")
calculatedTotalCost Decimal? @map("calculated_total_cost")
latency Float? @map("latency")
timeToFirstToken Float? @map("time_to_first_token")
@@map("observations_view")
}
enum ObservationType {
SPAN
EVENT
GENERATION
@@map("ObservationType")
}
enum LegacyPrismaObservationLevel {
enum ObservationLevel {
DEBUG
DEFAULT
WARNING
ERROR
@@map("ObservationLevel")
}
model LegacyPrismaScore {
id String @id @default(cuid())
timestamp DateTime @default(now())
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
model Score {
id String @id @default(cuid())
timestamp DateTime @default(now())
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
name String
value Float? // always defined if data type is NUMERIC or BOOLEAN, optional for CATEGORICAL
source LegacyPrismaScoreSource
authorUserId String? @map("author_user_id")
source ScoreSource
authorUserId String? @map("author_user_id")
comment String?
traceId String @map("trace_id")
observationId String? @map("observation_id")
configId String? @map("config_id")
stringValue String? @map("string_value") // always defined if data type is CATEGORICAL or BOOLEAN, null for NUMERIC
queueId String? @map("queue_id")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
dataType ScoreDataType @default(NUMERIC) @map("data_type")
scoreConfig ScoreConfig? @relation(fields: [configId], references: [id], onDelete: SetNull)
traceId String @map("trace_id")
observationId String? @map("observation_id")
configId String? @map("config_id")
stringValue String? @map("string_value") // always defined if data type is CATEGORICAL or BOOLEAN, null for NUMERIC
queueId String? @map("queue_id")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
dataType ScoreDataType @default(NUMERIC) @map("data_type")
JobExecution JobExecution[]
scoreConfig ScoreConfig? @relation(fields: [configId], references: [id], onDelete: SetNull)
@@unique([id, projectId]) // used for upserts via prisma
@@index(timestamp)
@@ -423,28 +501,26 @@ model LegacyPrismaScore {
@@map("scores")
}
enum LegacyPrismaScoreSource {
enum ScoreSource {
ANNOTATION
API
EVAL
@@map("ScoreSource")
}
model ScoreConfig {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
name String
dataType ScoreDataType @map("data_type")
isArchived Boolean @default(false) @map("is_archived")
minValue Float? @map("min_value")
maxValue Float? @map("max_value")
categories Json? @map("categories")
dataType ScoreDataType @map("data_type")
isArchived Boolean @default(false) @map("is_archived")
minValue Float? @map("min_value")
maxValue Float? @map("max_value")
categories Json? @map("categories")
description String?
legacyScore LegacyPrismaScore[]
score Score[]
@@unique([id, projectId]) // used for upserts via prisma
@@index([dataType])
@@ -614,6 +690,21 @@ model DatasetRunItems {
@@map("dataset_run_items")
}
model Events {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
data Json
headers Json @default("{}")
url String?
method String?
@@index(projectId)
@@map("events")
}
model Comment {
id String @id @default(cuid())
projectId String @map("project_id")
@@ -646,16 +737,14 @@ model Prompt {
createdBy String @map("created_by")
prompt Json
name String
version Int
type String @default("text")
isActive Boolean? @map("is_active") // Deprecated. To be removed once 'production' labels work as expected.
config Json @default("{}") @db.Json
tags String[] @default([])
labels String[] @default([])
commitMessage String? @map("commit_message")
PromptDependency PromptDependency[]
prompt Json
name String
version Int
type String @default("text")
isActive Boolean? @map("is_active") // Deprecated. To be removed once 'production' labels work as expected.
config Json @default("{}") @db.Json
tags String[] @default([])
labels String[] @default([])
@@unique([projectId, name, version])
@@index([projectId, id])
@@ -665,38 +754,6 @@ model Prompt {
@@map("prompts")
}
model PromptDependency {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
parentId String @map("parent_id")
parent Prompt @relation(fields: [parentId], references: [id], onDelete: Cascade)
childName String @map("child_name")
childLabel String? @map("child_label")
childVersion Int? @map("child_version")
@@index([projectId, parentId], map: "prompt_dependencies_project_id_parent_id")
@@index([projectId, childName], map: "prompt_dependencies_project_id_child_name")
@@map("prompt_dependencies")
}
model PromptProtectedLabels {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
label String
@@unique([projectId, label])
@@map("prompt_protected_labels")
}
// Update ObservationView below when making changes to this model!
model Model {
id String @id @default(cuid())
@@ -735,31 +792,23 @@ model Price {
@@map("prices")
}
enum AuditLogRecordType {
USER
API_KEY
}
// No FK constraints to preserve audit logs
model AuditLog {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
type AuditLogRecordType @default(USER)
apiKeyId String? @map("api_key_id")
userId String? @map("user_id")
orgId String @map("org_id")
userOrgRole String? @map("user_org_role")
projectId String? @map("project_id")
userProjectRole String? @map("user_project_role")
resourceType String @map("resource_type")
resourceId String @map("resource_id")
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
userId String @map("user_id")
orgId String @map("org_id")
userOrgRole String @map("user_org_role")
projectId String? @map("project_id")
userProjectRole String? @map("user_project_role")
resourceType String @map("resource_type")
resourceId String @map("resource_id")
action String
before String? // stringified JSON
before String? //stringified JSON
after String? // stringified JSON
@@index([projectId])
@@index([apiKeyId])
@@index([userId])
@@index([orgId])
@@index([createdAt])
@@ -818,7 +867,6 @@ model JobConfiguration {
variableMapping Json @map("variable_mapping")
sampling Decimal // ratio of jobs that are executed for sampling (0..1)
delay Int // delay in milliseconds
timeScope String[] @default(["NEW"]) @map("time_scope")
JobExecution JobExecution[]
@@index([projectId, id])
@@ -852,9 +900,10 @@ model JobExecution {
jobInputObservationId String? @map("job_input_observation_id") // no fk constraint - observations in ClickHouse, deletion handled via project cascade
jobInputDatasetItemId String? @map("job_input_dataset_item_id") // no fk constraint - job execution sensible standalone
jobInputDatasetItemId String? @map("job_input_dataset_item_id") // no fk constraint - job execution sensible standalone
jobOutputScoreId String? @map("job_output_score_id")
score Score? @relation(fields: [jobOutputScoreId], references: [id], onDelete: SetNull) // job remains when scores are deleted
@@index([projectId, status])
@@index([projectId, id])
@@ -875,9 +924,9 @@ model SsoConfig {
authProvider String @map("auth_provider") // e.g. "okta", ee/sso/types.ts
authConfig Json? @map("auth_config")
// e.g. { "clientId": "1234", "clientSecret": "5678" }, null if credentials from env should be used
// secrets like clientSecret are encrypted on the application level
@@map("sso_configs")
}
@@ -893,49 +942,6 @@ model PosthogIntegration {
@@map("posthog_integrations")
}
model BlobStorageIntegration {
projectId String @id @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
// Blob Storage Config
type BlobStorageIntegrationType @map("type")
bucketName String @map("bucket_name")
prefix String @map("prefix")
accessKeyId String @map("access_key_id")
secretAccessKey String @map("secret_access_key")
region String @map("region")
endpoint String? @map("endpoint")
forcePathStyle Boolean @map("force_path_style")
// Integration Config
nextSyncAt DateTime? @map("next_sync_at")
lastSyncAt DateTime? @map("last_sync_at")
enabled Boolean
exportFrequency String @map("export_frequency")
fileType BlobStorageIntegrationFileType @default(CSV) @map("file_type")
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
@@map("blob_storage_integrations")
}
enum BlobStorageIntegrationFileType {
JSON
CSV
JSONL
@@map("BlobStorageIntegrationFileType")
}
enum BlobStorageIntegrationType {
S3
S3_COMPATIBLE
AZURE_BLOB_STORAGE
@@map("BlobStorageIntegrationType")
}
model BatchExport {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
@@ -1012,58 +1018,3 @@ model ObservationMedia {
@@index([projectId, observationId])
@@map("observation_media")
}
model BillingMeterBackup {
// unique
stripeCustomerId String @map("stripe_customer_id")
meterId String @map("meter_id")
startTime DateTime @map("start_time")
endTime DateTime @map("end_time")
// value
aggregatedValue Int @map("aggregated_value")
// labels
eventName String @map("event_name")
orgId String @map("org_id")
// ts
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
@@unique([stripeCustomerId, meterId, startTime, endTime])
@@index([stripeCustomerId, meterId, startTime, endTime])
@@map("billing_meter_backups")
}
model LlmSchema {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
name String @map("name")
description String @map("description")
schema Json @map("schema") @db.Json
@@unique([projectId, name])
@@map("llm_schemas")
}
model LlmTool {
id String @id @default(cuid())
createdAt DateTime @default(now()) @map("created_at")
updatedAt DateTime @default(now()) @updatedAt @map("updated_at")
projectId String @map("project_id")
project Project @relation(fields: [projectId], references: [id], onDelete: Cascade)
name String @map("name")
description String @map("description")
parameters Json @map("parameters") @db.Json
@@unique([projectId, name])
@@map("llm_tools")
}
+115 -76
View File
@@ -2,6 +2,8 @@ import {
PrismaClient,
type Project,
type Prisma,
ObservationType,
ScoreSource,
ScoreDataType,
AnnotationQueueObjectType,
} from "../src/index";
@@ -72,9 +74,6 @@ async function main() {
where: { id: seedOrgId },
update: {
name: "Seed Org",
cloudConfig: {
plan: "Team",
},
},
create: {
id: seedOrgId,
@@ -98,7 +97,7 @@ async function main() {
},
});
await prisma.organizationMembership.upsert({
const orgMembership = await prisma.organizationMembership.upsert({
where: {
orgId_userId: {
userId: user.id,
@@ -128,7 +127,7 @@ async function main() {
update: {},
});
await prisma.projectMembership.upsert({
const projectMembership = await prisma.projectMembership.upsert({
where: {
projectId_userId: {
projectId: project1.id,
@@ -267,23 +266,38 @@ async function main() {
const traceVolume = environment === "load" ? LOAD_TRACE_VOLUME : 100;
const { traces, observations, scores, sessions, comments, queueItems } =
createObjects(
traceVolume,
envTags,
colorTags,
project1,
project2,
promptIds,
queueIds,
configIdsAndNames,
);
const {
traces,
observations,
scores,
sessions,
events,
comments,
queueItems,
} = createObjects(
traceVolume,
envTags,
colorTags,
project1,
project2,
promptIds,
queueIds,
configIdsAndNames,
);
logger.info(
`Seeding ${traces.length} traces, ${observations.length} observations, and ${scores.length} scores`,
);
await uploadObjects(sessions, comments, queueItems);
await uploadObjects(
traces,
observations,
scores,
sessions,
events,
comments,
queueItems,
);
// If openai key is in environment, add it to the projects LLM API keys
const OPENAI_API_KEY = process.env.OPENAI_API_KEY;
@@ -374,46 +388,6 @@ async function main() {
});
await createDatasets(project1, project2, observations);
await prisma.llmSchema.createMany({
data: [
{
projectId: project1.id,
name: "get_weather",
description: "Fetches weather in Celsius for a given location",
schema: {
type: "object",
properties: {
location: {
type: "string",
description: "The city and state, e.g. San Francisco, CA",
},
unit: {
type: "string",
enum: ["celsius", "fahrenheit"],
},
},
required: ["location", "unit"],
},
},
{
projectId: project1.id,
name: "calculator",
description: "Performs basic arithmetic calculations",
schema: {
type: "object",
properties: {
expression: {
type: "string",
description:
"The mathematical expression to evaluate, e.g. '2 + 2'",
},
},
required: ["expression"],
},
},
],
});
}
}
@@ -446,7 +420,7 @@ export async function createDatasets(
updatedAt: Date;
name: string;
},
observations: { id?: string; projectId?: string; traceId?: string | null }[],
observations: Prisma.ObservationCreateManyInput[],
) {
for (let datasetNumber = 0; datasetNumber < 2; datasetNumber++) {
for (const projectId of [project1.id, project2.id]) {
@@ -476,9 +450,6 @@ export async function createDatasets(
Math.random() > 0.3
? observations[Math.floor(Math.random() * observations.length)]
: undefined;
if (!sourceObservation) {
continue;
}
const datasetItem = await prisma.datasetItem.create({
data: {
projectId,
@@ -539,9 +510,6 @@ export async function createDatasets(
Math.floor(Math.random() * relevantObservations.length)
];
if (!observation) {
continue;
}
await prisma.datasetRunItems.create({
data: {
projectId,
@@ -558,7 +526,11 @@ export async function createDatasets(
}
async function uploadObjects(
traces: Prisma.TraceCreateManyInput[],
observations: Prisma.ObservationCreateManyInput[],
scores: Prisma.ScoreCreateManyInput[],
sessions: Prisma.TraceSessionCreateManyInput[],
events: Prisma.ObservationCreateManyInput[],
comments: Prisma.CommentCreateManyInput[],
queueItems: Prisma.AnnotationQueueItemCreateManyInput[],
) {
@@ -586,6 +558,73 @@ async function uploadObjects(
await promises[i];
}
promises = [];
chunk(traces, chunkSize).forEach((chunk) => {
promises.push(
prisma.trace.createMany({
data: chunk,
}),
);
});
for (let i = 0; i < promises.length; i++) {
if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
logger.info(
`Seeding of Traces ${((i + 1) / promises.length) * 100}% complete`,
);
await promises[i];
}
promises = [];
chunk(observations, chunkSize).forEach((chunk) => {
promises.push(
prisma.observation.createMany({
data: chunk,
}),
);
});
for (let i = 0; i < promises.length; i++) {
if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
logger.info(
`Seeding of Observations ${((i + 1) / promises.length) * 100}% complete`,
);
await promises[i];
}
promises = [];
chunk(events, chunkSize).forEach((chunk) => {
promises.push(
prisma.observation.createMany({
data: chunk,
}),
);
});
for (let i = 0; i < promises.length; i++) {
if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
logger.info(
`Seeding of Events ${((i + 1) / promises.length) * 100}% complete`,
);
await promises[i];
}
promises = [];
chunk(scores, chunkSize).forEach((chunk) => {
promises.push(
prisma.score.createMany({
data: chunk,
}),
);
});
for (let i = 0; i < promises.length; i++) {
if (i + 1 >= promises.length || i % Math.ceil(promises.length / 10) === 0)
logger.info(
`Seeding of Scores ${((i + 1) / promises.length) * 100}% complete`,
);
await promises[i];
}
promises = [];
chunk(comments, chunkSize).forEach((chunk) => {
promises.push(
@@ -637,11 +676,11 @@ function createObjects(
}[]
>,
) {
const traces: any[] = [];
const observations: any[] = [];
const scores: any[] = [];
const traces: Prisma.TraceCreateManyInput[] = [];
const observations: Prisma.ObservationCreateManyInput[] = [];
const scores: Prisma.ScoreCreateManyInput[] = [];
const sessions: Prisma.TraceSessionCreateManyInput[] = [];
const events: any[] = [];
const events: Prisma.ObservationCreateManyInput[] = [];
const configs: Prisma.ScoreConfigCreateManyInput[] = [];
const comments: Prisma.CommentCreateManyInput[] = [];
const queueItems: Prisma.AnnotationQueueItemCreateManyInput[] = [];
@@ -750,7 +789,7 @@ function createObjects(
name: annotationScoreName,
timestamp: traceTs,
createdAt: traceTs,
source: "ANNOTATION",
source: ScoreSource.ANNOTATION,
projectId,
authorUserId: `user-${i}`,
dataType,
@@ -767,7 +806,7 @@ function createObjects(
value: Math.floor(Math.random() * 10) - 5,
timestamp: traceTs,
createdAt: traceTs,
source: "API",
source: ScoreSource.API,
projectId,
dataType: ScoreDataType.NUMERIC,
},
@@ -780,7 +819,7 @@ function createObjects(
name: "Completeness",
timestamp: traceTs,
createdAt: traceTs,
source: "API",
source: ScoreSource.API,
projectId,
dataType: ScoreDataType.CATEGORICAL,
stringValue:
@@ -814,7 +853,7 @@ function createObjects(
);
const span = {
type: "SPAN",
type: ObservationType.SPAN,
id: `span-${v4()}`,
startTime: spanTsStart,
createdAt: spanTsStart,
@@ -888,7 +927,7 @@ function createObjects(
const { input, output } = getGenerationInputOutput();
const generation = {
type: "GENERATION",
type: ObservationType.GENERATION,
id: `generation-${v4()}`,
startTime: generationTsStart,
createdAt: generationTsStart,
@@ -933,7 +972,7 @@ function createObjects(
value: Math.random() * 2 - 1,
observationId: generation.id,
traceId: trace.id,
source: "API",
source: ScoreSource.API,
projectId: trace.projectId,
timestamp: generationTsEnd,
createdAt: traceTs,
@@ -944,7 +983,7 @@ function createObjects(
value: Math.random() * 2 - 1,
observationId: generation.id,
traceId: trace.id,
source: "API",
source: ScoreSource.API,
projectId: trace.projectId,
timestamp: generationTsEnd,
createdAt: traceTs,
@@ -968,7 +1007,7 @@ function createObjects(
);
events.push({
type: "EVENT",
type: ObservationType.EVENT,
id: `event-${v4()}`,
startTime: eventTs,
createdAt: eventTs,
+7 -4
View File
@@ -1,6 +1,11 @@
import { randomUUID } from "crypto";
import { prisma } from "../src/db";
import { getDisplaySecretKey, hashSecretKey, logger } from "../src/server";
import {
clickhouseClient,
getDisplaySecretKey,
hashSecretKey,
logger,
} from "../src/server";
import { prepareClickhouse } from "./prepareClickhouse";
import { redis } from "../src/server";
@@ -27,9 +32,6 @@ const prepareProjectsAndApiKeys = async (
create: {
id: orgId,
name: `Organization for ${projectId}`,
cloudConfig: {
plan: "Team",
},
},
});
@@ -122,6 +124,7 @@ async function main() {
} catch (error) {
logger.error("Error during Clickhouse preparation:", error);
} finally {
await clickhouseClient().close();
await prisma.$disconnect();
redis?.disconnect();
logger.info("Disconnected from Clickhouse.");
+11 -26
View File
@@ -67,7 +67,6 @@ export const prepareClickhouse = async (
concat('release_', toString(randUniform(0, 100))) AS release,
concat('version_', toString(randUniform(0, 100))) AS version,
'${projectId}' AS project_id,
'default' AS environment,
if(rand() < 0.8, true, false) as public,
if(rand() < 0.8, true, false) as bookmarked,
array('tag1', 'tag2') as tags,
@@ -86,7 +85,6 @@ export const prepareClickhouse = async (
SELECT toString(number) AS id,
toString(floor(randUniform(0, ${tracesPerProject}))) AS trace_id,
'${projectId}' AS project_id,
'default' AS environment,
if(randUniform(0, 1) < 0.47, 'GENERATION', if(randUniform(0, 1) < 0.94, 'SPAN', 'EVENT')) AS type,
toString(rand()) AS parent_observation_id,
toDateTime(now() - randUniform(0, ${opts.numberOfDays} * 24 * 60 * 60)) AS start_time,
@@ -99,32 +97,20 @@ export const prepareClickhouse = async (
repeat('input', toInt64(randExponential(1 / 100))) AS input,
repeat('output', toInt64(randExponential(1 / 100))) AS output,
case
when number % 2 = 0 then 'clause-3-haiku-20230407'
when number % 2 = 0 then 'claude-3-haiku-20240307'
else 'gpt-4'
end as provided_model_name,
case
when number % 2 = 0 then 'cltra4wbs0000k1407g0ya3'
else '1cmtk9y0000y3y79x9jgxj'
when number % 2 = 0 then 'cltr0w45b000008k1407o9qv1'
else 'clrntkjgy000f08jx79v9g1xj'
end as internal_model_id,
if("type" = 'GENERATION',
'{"temperature": 0.7, "max_tokens": 150}',
'{}') AS model_parameters,
if("type" = 'GENERATION',
map('input', toUInt64(randUniform(0, 1000)), 'output', toUInt64(randUniform(0, 1000)), 'total', toUInt64(randUniform(0, 2000))),
map()) AS provided_usage_details,
if("type" = 'GENERATION',
map('input', toUInt64(randUniform(0, 1000)), 'output', toUInt64(randUniform(0, 1000)), 'total', toUInt64(randUniform(0, 2000))),
map()) AS usage_details,
if("type" = 'GENERATION',
map('input', toDecimal64(randUniform(0, 1000), 12), 'output', toDecimal64(randUniform(0, 1000), 12), 'total', toDecimal64(randUniform(0, 2000), 12)),
map()) AS provided_cost_details,
if("type" = 'GENERATION',
map('input', toDecimal64(randUniform(0, 1000), 12), 'output', toDecimal64(randUniform(0, 1000), 12), 'total', toDecimal64(randUniform(0, 2000), 12)),
map()) AS cost_details,
if("type" = 'GENERATION',
toDecimal64(randUniform(0, 2000), 12),
NULL) AS total_cost,
addMilliseconds(start_time, if(rand() < 0.6, floor(randUniform(0, 500)), floor(randUniform(0, 600)))) AS completion_start_time,
'{"temperature": 0.7, "max_tokens": 150}' AS model_parameters,
map('input', toUInt64(randUniform(0, 1000)), 'output', toUInt64(randUniform(0, 1000)), 'total', toUInt64(randUniform(0, 2000))) AS provided_usage_details,
map('input', toUInt64(randUniform(0, 1000)), 'output', toUInt64(randUniform(0, 1000)), 'total', toUInt64(randUniform(0, 2000))) AS usage_details,
map('input', toDecimal64(randUniform(0, 1000), 12), 'output', toDecimal64(randUniform(0, 1000), 12), 'total', toDecimal64(randUniform(0, 2000), 12)) AS provided_cost_details,
map('input', toDecimal64(randUniform(0, 1000), 12), 'output', toDecimal64(randUniform(0, 1000), 12), 'total', toDecimal64(randUniform(0, 2000), 12)) AS cost_details,
toDecimal64(randUniform(0, 2000), 12) AS total_cost,
start_time AS completion_start_time,
array(${SEED_PROMPTS.map((p) => `concat('${p.id}',project_id)`).join(
",",
)})[(number % ${SEED_PROMPTS.length})+1] AS prompt_id,
@@ -145,10 +131,9 @@ export const prepareClickhouse = async (
const scoresQuery = `
INSERT INTO scores
SELECT toString(number) AS id,
SELECT toString(floor(randUniform(0, 100))) AS id,
toDateTime(now() - randUniform(0, ${opts.numberOfDays} * 24 * 60 * 60)) AS timestamp,
'${projectId}' AS project_id,
'default' AS environment,
toString(floor(randUniform(0, ${tracesPerProject}))) AS trace_id,
if(
rand() > 0.9,

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