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fix: upgrade langfuse SDK to v3+ for LLM-as-judge support (#34265)

Browse Source 
Signed-off-by: majiayu000 <1835304752@qq.com>
This commit is contained in:
lif
2026-03-30 21:06:55 +08:00
committed by GitHub
parent 52a4bea88f
commit ae9a16a397
10 changed files with 257 additions and 143 deletions
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3
api/core/app/workflow/layers/observability.py
View File

@@ -8,6 +8,7 @@ associates with the node span.
""" """
import logging import logging
from contextvars import Token
from dataclasses import dataclass from dataclasses import dataclass
from typing import cast, final from typing import cast, final
@@ -35,7 +36,7 @@ logger = logging.getLogger(__name__)
@dataclass(slots=True) @dataclass(slots=True)
class _NodeSpanContext: class _NodeSpanContext:
span: "Span" span: "Span"
token: object token: Token[context_api.Context]
@final @final

16
api/core/ops/aliyun_trace/data_exporter/traceclient.py
View File

@@ -16,7 +16,13 @@ from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExport
from opentelemetry.sdk.resources import Resource from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import ReadableSpan from opentelemetry.sdk.trace import ReadableSpan
from opentelemetry.sdk.util.instrumentation import InstrumentationScope from opentelemetry.sdk.util.instrumentation import InstrumentationScope
from opentelemetry.semconv.resource import ResourceAttributes from opentelemetry.semconv._incubating.attributes.deployment_attributes import ( # type: ignore[import-untyped]
DEPLOYMENT_ENVIRONMENT,
)
from opentelemetry.semconv._incubating.attributes.host_attributes import ( # type: ignore[import-untyped]
HOST_NAME,
)
from opentelemetry.semconv.attributes import service_attributes
from opentelemetry.trace import Link, SpanContext, TraceFlags from opentelemetry.trace import Link, SpanContext, TraceFlags
from configs import dify_config from configs import dify_config
@@ -45,10 +51,10 @@ class TraceClient:
self.endpoint = endpoint self.endpoint = endpoint
self.resource = Resource( self.resource = Resource(
attributes={ attributes={
ResourceAttributes.SERVICE_NAME: service_name, service_attributes.SERVICE_NAME: service_name,
ResourceAttributes.SERVICE_VERSION: f"dify-{dify_config.project.version}-{dify_config.COMMIT_SHA}", service_attributes.SERVICE_VERSION: f"dify-{dify_config.project.version}-{dify_config.COMMIT_SHA}",
ResourceAttributes.DEPLOYMENT_ENVIRONMENT: f"{dify_config.DEPLOY_ENV}-{dify_config.EDITION}", DEPLOYMENT_ENVIRONMENT: f"{dify_config.DEPLOY_ENV}-{dify_config.EDITION}",
ResourceAttributes.HOST_NAME: socket.gethostname(), HOST_NAME: socket.gethostname(),
ACS_ARMS_SERVICE_FEATURE: "genai_app", ACS_ARMS_SERVICE_FEATURE: "genai_app",
} }
) )

10
api/core/ops/arize_phoenix_trace/arize_phoenix_trace.py
View File

@@ -19,7 +19,7 @@ from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExport
from opentelemetry.sdk import trace as trace_sdk from opentelemetry.sdk import trace as trace_sdk
from opentelemetry.sdk.resources import Resource from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace.export import SimpleSpanProcessor from opentelemetry.sdk.trace.export import SimpleSpanProcessor
from opentelemetry.semconv.trace import SpanAttributes as OTELSpanAttributes from opentelemetry.semconv.attributes import exception_attributes
from opentelemetry.trace import Span, Status, StatusCode, set_span_in_context, use_span from opentelemetry.trace import Span, Status, StatusCode, set_span_in_context, use_span
from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator from opentelemetry.trace.propagation.tracecontext import TraceContextTextMapPropagator
from opentelemetry.util.types import AttributeValue from opentelemetry.util.types import AttributeValue
@@ -134,10 +134,10 @@ def set_span_status(current_span: Span, error: Exception | str | None = None):
if not exception_message: if not exception_message:
exception_message = repr(error) exception_message = repr(error)
attributes: dict[str, AttributeValue] = { attributes: dict[str, AttributeValue] = {
OTELSpanAttributes.EXCEPTION_TYPE: exception_type, exception_attributes.EXCEPTION_TYPE: exception_type,
OTELSpanAttributes.EXCEPTION_MESSAGE: exception_message, exception_attributes.EXCEPTION_MESSAGE: exception_message,
OTELSpanAttributes.EXCEPTION_ESCAPED: False, exception_attributes.EXCEPTION_ESCAPED: False,
OTELSpanAttributes.EXCEPTION_STACKTRACE: error_string, exception_attributes.EXCEPTION_STACKTRACE: error_string,
} }
current_span.add_event(name="exception", attributes=attributes) current_span.add_event(name="exception", attributes=attributes)
else: else:

107
api/core/ops/langfuse_trace/langfuse_trace.py
View File

@@ -1,9 +1,19 @@
import logging import logging
import os import os
from datetime import datetime, timedelta import uuid
from datetime import UTC, datetime, timedelta
from graphon.enums import BuiltinNodeTypes from graphon.enums import BuiltinNodeTypes
from langfuse import Langfuse from langfuse import Langfuse
from langfuse.api import (
CreateGenerationBody,
CreateSpanBody,
IngestionEvent_GenerationCreate,
IngestionEvent_SpanCreate,
IngestionEvent_TraceCreate,
TraceBody,
)
from langfuse.api.commons.types.usage import Usage
from sqlalchemy.orm import sessionmaker from sqlalchemy.orm import sessionmaker
from core.ops.base_trace_instance import BaseTraceInstance from core.ops.base_trace_instance import BaseTraceInstance
@@ -396,18 +406,61 @@ class LangFuseDataTrace(BaseTraceInstance):
) )
self.add_span(langfuse_span_data=name_generation_span_data) self.add_span(langfuse_span_data=name_generation_span_data)
def _make_event_id(self) -> str:
return str(uuid.uuid4())
def _now_iso(self) -> str:
return datetime.now(UTC).isoformat()
def add_trace(self, langfuse_trace_data: LangfuseTrace | None = None): def add_trace(self, langfuse_trace_data: LangfuseTrace | None = None):
format_trace_data = filter_none_values(langfuse_trace_data.model_dump()) if langfuse_trace_data else {} data = filter_none_values(langfuse_trace_data.model_dump()) if langfuse_trace_data else {}
try: try:
self.langfuse_client.trace(**format_trace_data) body = TraceBody(
id=data.get("id"),
name=data.get("name"),
user_id=data.get("user_id"),
input=data.get("input"),
output=data.get("output"),
metadata=data.get("metadata"),
session_id=data.get("session_id"),
version=data.get("version"),
release=data.get("release"),
tags=data.get("tags"),
public=data.get("public"),
)
event = IngestionEvent_TraceCreate(
body=body,
id=self._make_event_id(),
timestamp=self._now_iso(),
)
self.langfuse_client.api.ingestion.batch(batch=[event])
logger.debug("LangFuse Trace created successfully") logger.debug("LangFuse Trace created successfully")
except Exception as e: except Exception as e:
raise ValueError(f"LangFuse Failed to create trace: {str(e)}") raise ValueError(f"LangFuse Failed to create trace: {str(e)}")
def add_span(self, langfuse_span_data: LangfuseSpan | None = None): def add_span(self, langfuse_span_data: LangfuseSpan | None = None):
format_span_data = filter_none_values(langfuse_span_data.model_dump()) if langfuse_span_data else {} data = filter_none_values(langfuse_span_data.model_dump()) if langfuse_span_data else {}
try: try:
self.langfuse_client.span(**format_span_data) body = CreateSpanBody(
id=data.get("id"),
trace_id=data.get("trace_id"),
name=data.get("name"),
start_time=data.get("start_time"),
end_time=data.get("end_time"),
input=data.get("input"),
output=data.get("output"),
metadata=data.get("metadata"),
level=data.get("level"),
status_message=data.get("status_message"),
parent_observation_id=data.get("parent_observation_id"),
version=data.get("version"),
)
event = IngestionEvent_SpanCreate(
body=body,
id=self._make_event_id(),
timestamp=self._now_iso(),
)
self.langfuse_client.api.ingestion.batch(batch=[event])
logger.debug("LangFuse Span created successfully") logger.debug("LangFuse Span created successfully")
except Exception as e: except Exception as e:
raise ValueError(f"LangFuse Failed to create span: {str(e)}") raise ValueError(f"LangFuse Failed to create span: {str(e)}")
@@ -418,11 +471,45 @@ class LangFuseDataTrace(BaseTraceInstance):
span.end(**format_span_data) span.end(**format_span_data)
def add_generation(self, langfuse_generation_data: LangfuseGeneration | None = None): def add_generation(self, langfuse_generation_data: LangfuseGeneration | None = None):
format_generation_data = ( data = filter_none_values(langfuse_generation_data.model_dump()) if langfuse_generation_data else {}
filter_none_values(langfuse_generation_data.model_dump()) if langfuse_generation_data else {}
)
try: try:
self.langfuse_client.generation(**format_generation_data) usage_data = data.pop("usage", None)
usage = None
if usage_data:
usage = Usage(
input=usage_data.get("input", 0) or 0,
output=usage_data.get("output", 0) or 0,
total=usage_data.get("total", 0) or 0,
unit=usage_data.get("unit"),
input_cost=usage_data.get("inputCost"),
output_cost=usage_data.get("outputCost"),
total_cost=usage_data.get("totalCost"),
)
body = CreateGenerationBody(
id=data.get("id"),
trace_id=data.get("trace_id"),
name=data.get("name"),
start_time=data.get("start_time"),
end_time=data.get("end_time"),
model=data.get("model"),
model_parameters=data.get("model_parameters"),
input=data.get("input"),
output=data.get("output"),
usage=usage,
metadata=data.get("metadata"),
level=data.get("level"),
status_message=data.get("status_message"),
parent_observation_id=data.get("parent_observation_id"),
version=data.get("version"),
completion_start_time=data.get("completion_start_time"),
)
event = IngestionEvent_GenerationCreate(
body=body,
id=self._make_event_id(),
timestamp=self._now_iso(),
)
self.langfuse_client.api.ingestion.batch(batch=[event])
logger.debug("LangFuse Generation created successfully") logger.debug("LangFuse Generation created successfully")
except Exception as e: except Exception as e:
raise ValueError(f"LangFuse Failed to create generation: {str(e)}") raise ValueError(f"LangFuse Failed to create generation: {str(e)}")
@@ -443,7 +530,7 @@ class LangFuseDataTrace(BaseTraceInstance):
def get_project_key(self): def get_project_key(self):
try: try:
projects = self.langfuse_client.client.projects.get() projects = self.langfuse_client.api.projects.get()
return projects.data[0].id return projects.data[0].id
except Exception as e: except Exception as e:
logger.debug("LangFuse get project key failed: %s", str(e)) logger.debug("LangFuse get project key failed: %s", str(e))

22
api/core/ops/tencent_trace/client.py
View File

@@ -26,7 +26,13 @@ from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExport
from opentelemetry.sdk.resources import Resource from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import TracerProvider from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import BatchSpanProcessor from opentelemetry.sdk.trace.export import BatchSpanProcessor
from opentelemetry.semconv.resource import ResourceAttributes from opentelemetry.semconv._incubating.attributes.deployment_attributes import ( # type: ignore[import-untyped]
DEPLOYMENT_ENVIRONMENT,
)
from opentelemetry.semconv._incubating.attributes.host_attributes import ( # type: ignore[import-untyped]
HOST_NAME,
)
from opentelemetry.semconv.attributes import service_attributes
from opentelemetry.trace import SpanKind from opentelemetry.trace import SpanKind
from opentelemetry.util.types import AttributeValue from opentelemetry.util.types import AttributeValue
@@ -73,13 +79,13 @@ class TencentTraceClient:
self.resource = Resource( self.resource = Resource(
attributes={ attributes={
ResourceAttributes.SERVICE_NAME: service_name, service_attributes.SERVICE_NAME: service_name,
ResourceAttributes.SERVICE_VERSION: f"dify-{dify_config.project.version}-{dify_config.COMMIT_SHA}", service_attributes.SERVICE_VERSION: f"dify-{dify_config.project.version}-{dify_config.COMMIT_SHA}",
ResourceAttributes.DEPLOYMENT_ENVIRONMENT: f"{dify_config.DEPLOY_ENV}-{dify_config.EDITION}", DEPLOYMENT_ENVIRONMENT: f"{dify_config.DEPLOY_ENV}-{dify_config.EDITION}",
ResourceAttributes.HOST_NAME: socket.gethostname(), HOST_NAME: socket.gethostname(),
ResourceAttributes.TELEMETRY_SDK_LANGUAGE: "python", "telemetry.sdk.language": "python",
ResourceAttributes.TELEMETRY_SDK_NAME: "opentelemetry", "telemetry.sdk.name": "opentelemetry",
ResourceAttributes.TELEMETRY_SDK_VERSION: _get_opentelemetry_sdk_version(), "telemetry.sdk.version": _get_opentelemetry_sdk_version(),
} }
) )
# Prepare gRPC endpoint/metadata # Prepare gRPC endpoint/metadata

9
api/enterprise/telemetry/exporter.py
View File

@@ -27,7 +27,10 @@ from opentelemetry.sdk.resources import Resource
from opentelemetry.sdk.trace import TracerProvider from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import BatchSpanProcessor from opentelemetry.sdk.trace.export import BatchSpanProcessor
from opentelemetry.sdk.trace.sampling import ParentBasedTraceIdRatio from opentelemetry.sdk.trace.sampling import ParentBasedTraceIdRatio
from opentelemetry.semconv.resource import ResourceAttributes from opentelemetry.semconv._incubating.attributes.host_attributes import ( # type: ignore[import-untyped]
HOST_NAME,
)
from opentelemetry.semconv.attributes import service_attributes
from opentelemetry.trace import SpanContext, TraceFlags from opentelemetry.trace import SpanContext, TraceFlags
from opentelemetry.util.types import Attributes, AttributeValue from opentelemetry.util.types import Attributes, AttributeValue
@@ -114,8 +117,8 @@ class EnterpriseExporter:
resource = Resource( resource = Resource(
attributes={ attributes={
ResourceAttributes.SERVICE_NAME: service_name, service_attributes.SERVICE_NAME: service_name,
ResourceAttributes.HOST_NAME: socket.gethostname(), HOST_NAME: socket.gethostname(),
} }
) )
sampler = ParentBasedTraceIdRatio(sampling_rate) sampler = ParentBasedTraceIdRatio(sampling_rate)

15
api/extensions/ext_sentry.py
View File

@@ -6,15 +6,24 @@ def init_app(app: DifyApp):
if dify_config.SENTRY_DSN: if dify_config.SENTRY_DSN:
import sentry_sdk import sentry_sdk
from graphon.model_runtime.errors.invoke import InvokeRateLimitError from graphon.model_runtime.errors.invoke import InvokeRateLimitError
from langfuse import parse_error
from sentry_sdk.integrations.celery import CeleryIntegration from sentry_sdk.integrations.celery import CeleryIntegration
from sentry_sdk.integrations.flask import FlaskIntegration from sentry_sdk.integrations.flask import FlaskIntegration
from werkzeug.exceptions import HTTPException from werkzeug.exceptions import HTTPException
try:
from langfuse._utils import parse_error
_langfuse_error_response = parse_error.defaultErrorResponse
except (ImportError, AttributeError):
_langfuse_error_response = (
"Unexpected error occurred. Please check your request"
" and contact support: https://langfuse.com/support."
)
def before_send(event, hint): def before_send(event, hint):
if "exc_info" in hint: if "exc_info" in hint:
_, exc_value, _ = hint["exc_info"] _, exc_value, _ = hint["exc_info"]
if parse_error.defaultErrorResponse in str(exc_value): if _langfuse_error_response in str(exc_value):
return None return None
return event return event
@@ -27,7 +36,7 @@ def init_app(app: DifyApp):
ValueError, ValueError,
FileNotFoundError, FileNotFoundError,
InvokeRateLimitError, InvokeRateLimitError,
parse_error.defaultErrorResponse, _langfuse_error_response,
], ],
traces_sample_rate=dify_config.SENTRY_TRACES_SAMPLE_RATE, traces_sample_rate=dify_config.SENTRY_TRACES_SAMPLE_RATE,
profiles_sample_rate=dify_config.SENTRY_PROFILES_SAMPLE_RATE, profiles_sample_rate=dify_config.SENTRY_PROFILES_SAMPLE_RATE,

34
api/pyproject.toml
View File

@@ -33,7 +33,7 @@ dependencies = [
"httpx[socks]~=0.28.0", "httpx[socks]~=0.28.0",
"jieba==0.42.1", "jieba==0.42.1",
"json-repair>=0.55.1", "json-repair>=0.55.1",
"langfuse~=2.51.3", "langfuse>=3.0.0,<5.0.0",
"langsmith~=0.7.16", "langsmith~=0.7.16",
"markdown~=3.10.2", "markdown~=3.10.2",
"mlflow-skinny>=3.0.0", "mlflow-skinny>=3.0.0",
@@ -41,23 +41,23 @@ dependencies = [
"openpyxl~=3.1.5", "openpyxl~=3.1.5",
"opik~=1.10.37", "opik~=1.10.37",
"litellm==1.82.6", # Pinned to avoid madoka dependency issue "litellm==1.82.6", # Pinned to avoid madoka dependency issue
"opentelemetry-api==1.28.0", "opentelemetry-api==1.40.0",
"opentelemetry-distro==0.49b0", "opentelemetry-distro==0.61b0",
"opentelemetry-exporter-otlp==1.28.0", "opentelemetry-exporter-otlp==1.40.0",
"opentelemetry-exporter-otlp-proto-common==1.28.0", "opentelemetry-exporter-otlp-proto-common==1.40.0",
"opentelemetry-exporter-otlp-proto-grpc==1.28.0", "opentelemetry-exporter-otlp-proto-grpc==1.40.0",
"opentelemetry-exporter-otlp-proto-http==1.28.0", "opentelemetry-exporter-otlp-proto-http==1.40.0",
"opentelemetry-instrumentation==0.49b0", "opentelemetry-instrumentation==0.61b0",
"opentelemetry-instrumentation-celery==0.49b0", "opentelemetry-instrumentation-celery==0.61b0",
"opentelemetry-instrumentation-flask==0.49b0", "opentelemetry-instrumentation-flask==0.61b0",
"opentelemetry-instrumentation-httpx==0.49b0", "opentelemetry-instrumentation-httpx==0.61b0",
"opentelemetry-instrumentation-redis==0.49b0", "opentelemetry-instrumentation-redis==0.61b0",
"opentelemetry-instrumentation-sqlalchemy==0.49b0", "opentelemetry-instrumentation-sqlalchemy==0.61b0",
"opentelemetry-propagator-b3==1.40.0", "opentelemetry-propagator-b3==1.40.0",
"opentelemetry-proto==1.28.0", "opentelemetry-proto==1.40.0",
"opentelemetry-sdk==1.28.0", "opentelemetry-sdk==1.40.0",
"opentelemetry-semantic-conventions==0.49b0", "opentelemetry-semantic-conventions==0.61b0",
"opentelemetry-util-http==0.49b0", "opentelemetry-util-http==0.61b0",
"pandas[excel,output-formatting,performance]~=3.0.1", "pandas[excel,output-formatting,performance]~=3.0.1",
"psycogreen~=1.0.2", "psycogreen~=1.0.2",
"psycopg2-binary~=2.9.6", "psycopg2-binary~=2.9.6",

16
api/tests/unit_tests/core/ops/langfuse_trace/test_langfuse_trace.py
View File

@@ -521,11 +521,11 @@ def test_generate_name_trace(trace_instance):
def test_add_trace_success(trace_instance): def test_add_trace_success(trace_instance):
data = LangfuseTrace(id="t1", name="trace") data = LangfuseTrace(id="t1", name="trace")
trace_instance.add_trace(data) trace_instance.add_trace(data)
trace_instance.langfuse_client.trace.assert_called_once() trace_instance.langfuse_client.api.ingestion.batch.assert_called_once()
def test_add_trace_error(trace_instance): def test_add_trace_error(trace_instance):
trace_instance.langfuse_client.trace.side_effect = Exception("error") trace_instance.langfuse_client.api.ingestion.batch.side_effect = Exception("error")
data = LangfuseTrace(id="t1", name="trace") data = LangfuseTrace(id="t1", name="trace")
with pytest.raises(ValueError, match="LangFuse Failed to create trace: error"): with pytest.raises(ValueError, match="LangFuse Failed to create trace: error"):
trace_instance.add_trace(data) trace_instance.add_trace(data)
@@ -534,11 +534,11 @@ def test_add_trace_error(trace_instance):
def test_add_span_success(trace_instance): def test_add_span_success(trace_instance):
data = LangfuseSpan(id="s1", name="span", trace_id="t1") data = LangfuseSpan(id="s1", name="span", trace_id="t1")
trace_instance.add_span(data) trace_instance.add_span(data)
trace_instance.langfuse_client.span.assert_called_once() trace_instance.langfuse_client.api.ingestion.batch.assert_called_once()
def test_add_span_error(trace_instance): def test_add_span_error(trace_instance):
trace_instance.langfuse_client.span.side_effect = Exception("error") trace_instance.langfuse_client.api.ingestion.batch.side_effect = Exception("error")
data = LangfuseSpan(id="s1", name="span", trace_id="t1") data = LangfuseSpan(id="s1", name="span", trace_id="t1")
with pytest.raises(ValueError, match="LangFuse Failed to create span: error"): with pytest.raises(ValueError, match="LangFuse Failed to create span: error"):
trace_instance.add_span(data) trace_instance.add_span(data)
@@ -554,11 +554,11 @@ def test_update_span(trace_instance):
def test_add_generation_success(trace_instance): def test_add_generation_success(trace_instance):
data = LangfuseGeneration(id="g1", name="gen", trace_id="t1") data = LangfuseGeneration(id="g1", name="gen", trace_id="t1")
trace_instance.add_generation(data) trace_instance.add_generation(data)
trace_instance.langfuse_client.generation.assert_called_once() trace_instance.langfuse_client.api.ingestion.batch.assert_called_once()
def test_add_generation_error(trace_instance): def test_add_generation_error(trace_instance):
trace_instance.langfuse_client.generation.side_effect = Exception("error") trace_instance.langfuse_client.api.ingestion.batch.side_effect = Exception("error")
data = LangfuseGeneration(id="g1", name="gen", trace_id="t1") data = LangfuseGeneration(id="g1", name="gen", trace_id="t1")
with pytest.raises(ValueError, match="LangFuse Failed to create generation: error"): with pytest.raises(ValueError, match="LangFuse Failed to create generation: error"):
trace_instance.add_generation(data) trace_instance.add_generation(data)
@@ -585,12 +585,12 @@ def test_api_check_error(trace_instance):
def test_get_project_key_success(trace_instance): def test_get_project_key_success(trace_instance):
mock_data = MagicMock() mock_data = MagicMock()
mock_data.id = "proj-1" mock_data.id = "proj-1"
trace_instance.langfuse_client.client.projects.get.return_value = MagicMock(data=[mock_data]) trace_instance.langfuse_client.api.projects.get.return_value = MagicMock(data=[mock_data])
assert trace_instance.get_project_key() == "proj-1" assert trace_instance.get_project_key() == "proj-1"
def test_get_project_key_error(trace_instance): def test_get_project_key_error(trace_instance):
trace_instance.langfuse_client.client.projects.get.side_effect = Exception("fail") trace_instance.langfuse_client.api.projects.get.side_effect = Exception("fail")
with pytest.raises(ValueError, match="LangFuse get project key failed: fail"): with pytest.raises(ValueError, match="LangFuse get project key failed: fail"):
trace_instance.get_project_key() trace_instance.get_project_key()

168
api/uv.lock generated
View File

@@ -1700,30 +1700,30 @@ requires-dist = [
{ name = "httpx-sse", specifier = "~=0.4.0" }, { name = "httpx-sse", specifier = "~=0.4.0" },
{ name = "jieba", specifier = "==0.42.1" }, { name = "jieba", specifier = "==0.42.1" },
{ name = "json-repair", specifier = ">=0.55.1" }, { name = "json-repair", specifier = ">=0.55.1" },
{ name = "langfuse", specifier = "~=2.51.3" }, { name = "langfuse", specifier = ">=3.0.0,<5.0.0" },
{ name = "langsmith", specifier = "~=0.7.16" }, { name = "langsmith", specifier = "~=0.7.16" },
{ name = "litellm", specifier = "==1.82.6" }, { name = "litellm", specifier = "==1.82.6" },
{ name = "markdown", specifier = "~=3.10.2" }, { name = "markdown", specifier = "~=3.10.2" },
{ name = "mlflow-skinny", specifier = ">=3.0.0" }, { name = "mlflow-skinny", specifier = ">=3.0.0" },
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