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[Observability] Integrate OpenTelemetry (#17627)

tags/1.3.0
AichiB7A 6 月之前
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5f8d20b5b2
沒有連結到貢獻者的電子郵件帳戶。

+ 13
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api/.env.example 查看文件

MAX_SUBMIT_COUNT=100 MAX_SUBMIT_COUNT=100
# Lockout duration in seconds # Lockout duration in seconds
LOGIN_LOCKOUT_DURATION=86400 LOGIN_LOCKOUT_DURATION=86400

# Enable OpenTelemetry
ENABLE_OTEL=false
OTLP_BASE_ENDPOINT=http://localhost:4318
OTLP_API_KEY=
OTEL_EXPORTER_TYPE=otlp
OTEL_SAMPLING_RATE=0.1
OTEL_BATCH_EXPORT_SCHEDULE_DELAY=5000
OTEL_MAX_QUEUE_SIZE=2048
OTEL_MAX_EXPORT_BATCH_SIZE=512
OTEL_METRIC_EXPORT_INTERVAL=60000
OTEL_BATCH_EXPORT_TIMEOUT=10000
OTEL_METRIC_EXPORT_TIMEOUT=30000

+ 2
- 0
api/app_factory.py 查看文件

ext_login, ext_login,
ext_mail, ext_mail,
ext_migrate, ext_migrate,
ext_otel,
ext_proxy_fix, ext_proxy_fix,
ext_redis, ext_redis,
ext_sentry, ext_sentry,
ext_proxy_fix, ext_proxy_fix,
ext_blueprints, ext_blueprints,
ext_commands, ext_commands,
ext_otel,
] ]
for ext in extensions: for ext in extensions:
short_name = ext.__name__.split(".")[-1] short_name = ext.__name__.split(".")[-1]

+ 3
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api/configs/app_config.py 查看文件

from .extra import ExtraServiceConfig from .extra import ExtraServiceConfig
from .feature import FeatureConfig from .feature import FeatureConfig
from .middleware import MiddlewareConfig from .middleware import MiddlewareConfig
from .observability import ObservabilityConfig
from .packaging import PackagingInfo from .packaging import PackagingInfo
from .remote_settings_sources import RemoteSettingsSource, RemoteSettingsSourceConfig, RemoteSettingsSourceName from .remote_settings_sources import RemoteSettingsSource, RemoteSettingsSourceConfig, RemoteSettingsSourceName
from .remote_settings_sources.apollo import ApolloSettingsSource from .remote_settings_sources.apollo import ApolloSettingsSource
MiddlewareConfig, MiddlewareConfig,
# Extra service configs # Extra service configs
ExtraServiceConfig, ExtraServiceConfig,
# Observability configs
ObservabilityConfig,
# Remote source configs # Remote source configs
RemoteSettingsSourceConfig, RemoteSettingsSourceConfig,
# Enterprise feature configs # Enterprise feature configs

+ 9
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api/configs/observability/__init__.py 查看文件

from configs.observability.otel.otel_config import OTelConfig


class ObservabilityConfig(OTelConfig):
"""
Observability configuration settings
"""

pass

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api/configs/observability/otel/otel_config.py 查看文件

from pydantic import Field
from pydantic_settings import BaseSettings


class OTelConfig(BaseSettings):
"""
OpenTelemetry configuration settings
"""

ENABLE_OTEL: bool = Field(
description="Whether to enable OpenTelemetry",
default=False,
)

OTLP_BASE_ENDPOINT: str = Field(
description="OTLP base endpoint",
default="http://localhost:4318",
)

OTLP_API_KEY: str = Field(
description="OTLP API key",
default="",
)

OTEL_EXPORTER_TYPE: str = Field(
description="OTEL exporter type",
default="otlp",
)

OTEL_SAMPLING_RATE: float = Field(default=0.1, description="Sampling rate for traces (0.0 to 1.0)")

OTEL_BATCH_EXPORT_SCHEDULE_DELAY: int = Field(
default=5000, description="Batch export schedule delay in milliseconds"
)

OTEL_MAX_QUEUE_SIZE: int = Field(default=2048, description="Maximum queue size for the batch span processor")

OTEL_MAX_EXPORT_BATCH_SIZE: int = Field(default=512, description="Maximum export batch size")

OTEL_METRIC_EXPORT_INTERVAL: int = Field(default=60000, description="Metric export interval in milliseconds")

OTEL_BATCH_EXPORT_TIMEOUT: int = Field(default=10000, description="Batch export timeout in milliseconds")

OTEL_METRIC_EXPORT_TIMEOUT: int = Field(default=30000, description="Metric export timeout in milliseconds")

+ 130
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api/extensions/ext_otel.py 查看文件

import atexit
import os
import platform
import socket
from typing import Union

from flask_login import user_loaded_from_request, user_logged_in # type: ignore
from opentelemetry import trace
from opentelemetry.exporter.otlp.proto.http.metric_exporter import OTLPMetricExporter
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
from opentelemetry.instrumentation.flask import FlaskInstrumentor
from opentelemetry.instrumentation.sqlalchemy import SQLAlchemyInstrumentor
from opentelemetry.metrics import set_meter_provider
from opentelemetry.propagate import set_global_textmap
from opentelemetry.propagators.b3 import B3Format
from opentelemetry.propagators.composite import CompositePropagator
from opentelemetry.sdk.metrics import MeterProvider
from opentelemetry.sdk.metrics.export import ConsoleMetricExporter, PeriodicExportingMetricReader
from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import (
BatchSpanProcessor,
ConsoleSpanExporter,
)
from opentelemetry.sdk.trace.sampling import ParentBasedTraceIdRatio
from opentelemetry.semconv.resource import ResourceAttributes
from opentelemetry.trace import Span, get_current_span, set_tracer_provider
from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator
from opentelemetry.trace.status import StatusCode

from configs import dify_config
from dify_app import DifyApp


@user_logged_in.connect
@user_loaded_from_request.connect
def on_user_loaded(_sender, user):
if user:
current_span = get_current_span()
if current_span:
current_span.set_attribute("service.tenant.id", user.current_tenant_id)
current_span.set_attribute("service.user.id", user.id)


def init_app(app: DifyApp):
if dify_config.ENABLE_OTEL:
setup_context_propagation()
# Initialize OpenTelemetry
# Follow Semantic Convertions 1.32.0 to define resource attributes
resource = Resource(
attributes={
ResourceAttributes.SERVICE_NAME: dify_config.APPLICATION_NAME,
ResourceAttributes.SERVICE_VERSION: f"dify-{dify_config.CURRENT_VERSION}-{dify_config.COMMIT_SHA}",
ResourceAttributes.PROCESS_PID: os.getpid(),
ResourceAttributes.DEPLOYMENT_ENVIRONMENT: f"{dify_config.DEPLOY_ENV}-{dify_config.EDITION}",
ResourceAttributes.HOST_NAME: socket.gethostname(),
ResourceAttributes.HOST_ARCH: platform.machine(),
"custom.deployment.git_commit": dify_config.COMMIT_SHA,
ResourceAttributes.HOST_ID: platform.node(),
ResourceAttributes.OS_TYPE: platform.system().lower(),
ResourceAttributes.OS_DESCRIPTION: platform.platform(),
ResourceAttributes.OS_VERSION: platform.version(),
}
)
sampler = ParentBasedTraceIdRatio(dify_config.OTEL_SAMPLING_RATE)
provider = TracerProvider(resource=resource, sampler=sampler)
set_tracer_provider(provider)
exporter: Union[OTLPSpanExporter, ConsoleSpanExporter]
metric_exporter: Union[OTLPMetricExporter, ConsoleMetricExporter]
if dify_config.OTEL_EXPORTER_TYPE == "otlp":
exporter = OTLPSpanExporter(
endpoint=dify_config.OTLP_BASE_ENDPOINT + "/v1/traces",
headers={"Authorization": f"Bearer {dify_config.OTLP_API_KEY}"},
)
metric_exporter = OTLPMetricExporter(
endpoint=dify_config.OTLP_BASE_ENDPOINT + "/v1/metrics",
headers={"Authorization": f"Bearer {dify_config.OTLP_API_KEY}"},
)
else:
# Fallback to console exporter
exporter = ConsoleSpanExporter()
metric_exporter = ConsoleMetricExporter()

provider.add_span_processor(
BatchSpanProcessor(
exporter,
max_queue_size=dify_config.OTEL_MAX_QUEUE_SIZE,
schedule_delay_millis=dify_config.OTEL_BATCH_EXPORT_SCHEDULE_DELAY,
max_export_batch_size=dify_config.OTEL_MAX_EXPORT_BATCH_SIZE,
export_timeout_millis=dify_config.OTEL_BATCH_EXPORT_TIMEOUT,
)
)
reader = PeriodicExportingMetricReader(
metric_exporter,
export_interval_millis=dify_config.OTEL_METRIC_EXPORT_INTERVAL,
export_timeout_millis=dify_config.OTEL_METRIC_EXPORT_TIMEOUT,
)
set_meter_provider(MeterProvider(resource=resource, metric_readers=[reader]))

def response_hook(span: Span, status: str, response_headers: list):
if span and span.is_recording():
if status.startswith("2"):
span.set_status(StatusCode.OK)
else:
span.set_status(StatusCode.ERROR, status)

instrumentor = FlaskInstrumentor()
instrumentor.instrument_app(app, response_hook=response_hook)
with app.app_context():
engines = list(app.extensions["sqlalchemy"].engines.values())
SQLAlchemyInstrumentor().instrument(enable_commenter=True, engines=engines)
atexit.register(shutdown_tracer)


def setup_context_propagation():
# Configure propagators
set_global_textmap(
CompositePropagator(
[
TraceContextTextMapPropagator(), # W3C trace context
B3Format(), # B3 propagation (used by many systems)
]
)
)


def shutdown_tracer():
provider = trace.get_tracer_provider()
if hasattr(provider, "force_flush"):
provider.force_flush()

+ 201
- 21
api/poetry.lock 查看文件

# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
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+ 14
- 0
api/pyproject.toml 查看文件

oci = "~2.135.1" oci = "~2.135.1"
openai = "~1.61.0" openai = "~1.61.0"
openpyxl = "~3.1.5" openpyxl = "~3.1.5"
opentelemetry-api = "1.27.0"
opentelemetry-distro = "0.48b0"
opentelemetry-exporter-otlp = "1.27.0"
opentelemetry-exporter-otlp-proto-common = "1.27.0"
opentelemetry-exporter-otlp-proto-grpc = "1.27.0"
opentelemetry-exporter-otlp-proto-http = "1.27.0"
opentelemetry-instrumentation = "0.48b0"
opentelemetry-instrumentation-flask = "0.48b0"
opentelemetry-instrumentation-sqlalchemy = "0.48b0"
opentelemetry-propagator-b3 = "1.27.0"
opentelemetry-proto = "1.27.0" # 1.28.0 depends on protobuf (>=5.0,<6.0), conflict with googleapis-common-protos (1.63.0)
opentelemetry-sdk = "1.27.0"
opentelemetry-semantic-conventions = "0.48b0"
opentelemetry-util-http = "0.48b0"
opik = "~1.3.4" opik = "~1.3.4"
pandas = { version = "~2.2.2", extras = ["performance", "excel", "output-formatting"] } pandas = { version = "~2.2.2", extras = ["performance", "excel", "output-formatting"] }
pandas-stubs = "~2.2.3.241009" pandas-stubs = "~2.2.3.241009"

+ 15
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docker/.env.example 查看文件

PLUGIN_TENCENT_COS_SECRET_KEY= PLUGIN_TENCENT_COS_SECRET_KEY=
PLUGIN_TENCENT_COS_SECRET_ID= PLUGIN_TENCENT_COS_SECRET_ID=
PLUGIN_TENCENT_COS_REGION= PLUGIN_TENCENT_COS_REGION=

# ------------------------------
# OTLP Collector Configuration
# ------------------------------
ENABLE_OTEL=false
OTLP_BASE_ENDPOINT=http://localhost:4318
OTLP_API_KEY=
OTEL_EXPORTER_TYPE=otlp
OTEL_SAMPLING_RATE=0.1
OTEL_BATCH_EXPORT_SCHEDULE_DELAY=5000
OTEL_MAX_QUEUE_SIZE=2048
OTEL_MAX_EXPORT_BATCH_SIZE=512
OTEL_METRIC_EXPORT_INTERVAL=60000
OTEL_BATCH_EXPORT_TIMEOUT=10000
OTEL_METRIC_EXPORT_TIMEOUT=30000

+ 8
- 1
docker/README.md 查看文件

- To specify a vector database, set the `VECTOR_STORE` variable in your `.env` file to your desired vector database service, such as `milvus`, `weaviate`, or `opensearch`. - To specify a vector database, set the `VECTOR_STORE` variable in your `.env` file to your desired vector database service, such as `milvus`, `weaviate`, or `opensearch`.
4. **SSL Certificate Setup**: 4. **SSL Certificate Setup**:
- Refer `docker/certbot/README.md` to set up SSL certificates using Certbot. - Refer `docker/certbot/README.md` to set up SSL certificates using Certbot.
5. **OpenTelemetry Collector Setup**:
- Change `ENABLE_OTEL` to `true` in `.env`.
- Configure `OTLP_BASE_ENDPOINT` properly.


### How to Deploy Middleware for Developing Dify ### How to Deploy Middleware for Developing Dify


8. **CORS Configuration**: 8. **CORS Configuration**:
- `WEB_API_CORS_ALLOW_ORIGINS`, `CONSOLE_CORS_ALLOW_ORIGINS`: Settings for cross-origin resource sharing. - `WEB_API_CORS_ALLOW_ORIGINS`, `CONSOLE_CORS_ALLOW_ORIGINS`: Settings for cross-origin resource sharing.


9. **Other Service-Specific Environment Variables**:
9. **OpenTelemetry Configuration**:
- `ENABLE_OTEL`: Enable OpenTelemetry collector in api.
- `OTLP_BASE_ENDPOINT`: Endpoint for your OTLP exporter.
10. **Other Service-Specific Environment Variables**:
- Each service like `nginx`, `redis`, `db`, and vector databases have specific environment variables that are directly referenced in the `docker-compose.yaml`. - Each service like `nginx`, `redis`, `db`, and vector databases have specific environment variables that are directly referenced in the `docker-compose.yaml`.


### Additional Information ### Additional Information

+ 11
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docker/docker-compose.yaml 查看文件

PLUGIN_TENCENT_COS_SECRET_KEY: ${PLUGIN_TENCENT_COS_SECRET_KEY:-} PLUGIN_TENCENT_COS_SECRET_KEY: ${PLUGIN_TENCENT_COS_SECRET_KEY:-}
PLUGIN_TENCENT_COS_SECRET_ID: ${PLUGIN_TENCENT_COS_SECRET_ID:-} PLUGIN_TENCENT_COS_SECRET_ID: ${PLUGIN_TENCENT_COS_SECRET_ID:-}
PLUGIN_TENCENT_COS_REGION: ${PLUGIN_TENCENT_COS_REGION:-} PLUGIN_TENCENT_COS_REGION: ${PLUGIN_TENCENT_COS_REGION:-}
ENABLE_OTEL: ${ENABLE_OTEL:-false}
OTLP_BASE_ENDPOINT: ${OTLP_BASE_ENDPOINT:-http://localhost:4318}
OTLP_API_KEY: ${OTLP_API_KEY:-}
OTEL_EXPORTER_TYPE: ${OTEL_EXPORTER_TYPE:-otlp}
OTEL_SAMPLING_RATE: ${OTEL_SAMPLING_RATE:-0.1}
OTEL_BATCH_EXPORT_SCHEDULE_DELAY: ${OTEL_BATCH_EXPORT_SCHEDULE_DELAY:-5000}
OTEL_MAX_QUEUE_SIZE: ${OTEL_MAX_QUEUE_SIZE:-2048}
OTEL_MAX_EXPORT_BATCH_SIZE: ${OTEL_MAX_EXPORT_BATCH_SIZE:-512}
OTEL_METRIC_EXPORT_INTERVAL: ${OTEL_METRIC_EXPORT_INTERVAL:-60000}
OTEL_BATCH_EXPORT_TIMEOUT: ${OTEL_BATCH_EXPORT_TIMEOUT:-10000}
OTEL_METRIC_EXPORT_TIMEOUT: ${OTEL_METRIC_EXPORT_TIMEOUT:-30000}


services: services:
# API service # API service

+ 5
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web/app/components/datasets/create/website/watercrawl/header.tsx 查看文件

<div className='flex h-6 items-center justify-between'> <div className='flex h-6 items-center justify-between'>
<div className='flex items-center'> <div className='flex items-center'>
<div className='text-base font-medium text-text-secondary'>{t(`${I18N_PREFIX}.watercrawlTitle`)}</div> <div className='text-base font-medium text-text-secondary'>{t(`${I18N_PREFIX}.watercrawlTitle`)}</div>
<div className='ml-2 mr-2 w-px h-3.5 bg-divider-regular' />
<Button className='flex items-center gap-x-[1px] h-6 px-1.5' onClick={onSetting}>
<RiEqualizer2Line className='w-3.5 h-3.5 text-components-button-secondary-text' />
<span className='text-components-button-secondary-text text-xs font-medium px-[3px]'>
<div className='ml-2 mr-2 h-3.5 w-px bg-divider-regular' />
<Button className='flex h-6 items-center gap-x-[1px] px-1.5' onClick={onSetting}>
<RiEqualizer2Line className='h-3.5 w-3.5 text-components-button-secondary-text' />
<span className='px-[3px] text-xs font-medium text-components-button-secondary-text'>
{t(`${I18N_PREFIX}.configureWatercrawl`)} {t(`${I18N_PREFIX}.configureWatercrawl`)}
</span> </span>
</Button> </Button>
rel='noopener noreferrer' rel='noopener noreferrer'
className='inline-flex items-center gap-x-1 text-xs font-medium text-text-accent' className='inline-flex items-center gap-x-1 text-xs font-medium text-text-accent'
> >
<RiBookOpenLine className='w-3.5 h-3.5 text-text-accent' />
<RiBookOpenLine className='h-3.5 w-3.5 text-text-accent' />
<span>{t(`${I18N_PREFIX}.watercrawlDoc`)}</span> <span>{t(`${I18N_PREFIX}.watercrawlDoc`)}</span>
</a> </a>
</div> </div>

+ 9
- 9
web/app/components/header/account-setting/data-source-page/data-source-website/config-watercrawl-modal.tsx 查看文件



return ( return (
<PortalToFollowElem open> <PortalToFollowElem open>
<PortalToFollowElemContent className='w-full h-full z-[60]'>
<PortalToFollowElemContent className='z-[60] h-full w-full'>
<div className='fixed inset-0 flex items-center justify-center bg-background-overlay'> <div className='fixed inset-0 flex items-center justify-center bg-background-overlay'>
<div className='mx-2 w-[640px] max-h-[calc(100vh-120px)] bg-components-panel-bg shadow-xl rounded-2xl overflow-y-auto'>
<div className='mx-2 max-h-[calc(100vh-120px)] w-[640px] overflow-y-auto rounded-2xl bg-components-panel-bg shadow-xl'>
<div className='px-8 pt-8'> <div className='px-8 pt-8'>
<div className='flex justify-between items-center mb-4'>
<div className='mb-4 flex items-center justify-between'>
<div className='system-xl-semibold text-text-primary'>{t(`${I18N_PREFIX}.configWatercrawl`)}</div> <div className='system-xl-semibold text-text-primary'>{t(`${I18N_PREFIX}.configWatercrawl`)}</div>
</div> </div>


placeholder={DEFAULT_BASE_URL} placeholder={DEFAULT_BASE_URL}
/> />
</div> </div>
<div className='my-8 flex justify-between items-center h-8'>
<a className='flex items-center space-x-1 leading-[18px] text-xs font-normal text-text-accent' target='_blank' href='https://app.watercrawl.dev/'>
<div className='my-8 flex h-8 items-center justify-between'>
<a className='flex items-center space-x-1 text-xs font-normal leading-[18px] text-text-accent' target='_blank' href='https://app.watercrawl.dev/'>
<span>{t(`${I18N_PREFIX}.getApiKeyLinkText`)}</span> <span>{t(`${I18N_PREFIX}.getApiKeyLinkText`)}</span>
<LinkExternal02 className='w-3 h-3' />
<LinkExternal02 className='h-3 w-3' />
</a> </a>
<div className='flex'> <div className='flex'>
<Button <Button
</div> </div>
</div> </div>
<div className='border-t-[0.5px] border-t-divider-regular'> <div className='border-t-[0.5px] border-t-divider-regular'>
<div className='flex justify-center items-center py-3 bg-background-section-burn text-xs text-text-tertiary'>
<Lock01 className='mr-1 w-3 h-3 text-text-tertiary' />
<div className='flex items-center justify-center bg-background-section-burn py-3 text-xs text-text-tertiary'>
<Lock01 className='mr-1 h-3 w-3 text-text-tertiary' />
{t('common.modelProvider.encrypted.front')} {t('common.modelProvider.encrypted.front')}
<a <a
className='text-text-accent mx-1'
className='mx-1 text-text-accent'
target='_blank' rel='noopener noreferrer' target='_blank' rel='noopener noreferrer'
href='https://pycryptodome.readthedocs.io/en/latest/src/cipher/oaep.html' href='https://pycryptodome.readthedocs.io/en/latest/src/cipher/oaep.html'
> >

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