From 4ce4927c0cf9af8d0c4b6319b155e244572db4e7 Mon Sep 17 00:00:00 2001 From: Marc Abramowitz Date: Fri, 3 May 2024 17:56:39 -0700 Subject: [PATCH 001/161] Add test_engines_model_chat_completions --- litellm/tests/test_proxy_server.py | 35 +++++++++++++++++++++++++++++- 1 file changed, 34 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py index 43a070556..c1965dc2a 100644 --- a/litellm/tests/test_proxy_server.py +++ b/litellm/tests/test_proxy_server.py @@ -160,7 +160,40 @@ def test_chat_completion(mock_acompletion, client_no_auth): pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}") -# Run the test +@mock_patch_acompletion() +def test_engines_model_chat_completions(mock_acompletion, client_no_auth): + global headers + try: + # Your test data + test_data = { + "model": "gpt-3.5-turbo", + "messages": [ + {"role": "user", "content": "hi"}, + ], + "max_tokens": 10, + } + + print("testing proxy server with chat completions") + response = client_no_auth.post("/engines/gpt-3.5-turbo/chat/completions", json=test_data) + mock_acompletion.assert_called_once_with( + model="gpt-3.5-turbo", + messages=[ + {"role": "user", "content": "hi"}, + ], + max_tokens=10, + litellm_call_id=mock.ANY, + litellm_logging_obj=mock.ANY, + request_timeout=mock.ANY, + specific_deployment=True, + metadata=mock.ANY, + proxy_server_request=mock.ANY, + ) + print(f"response - {response.text}") + assert response.status_code == 200 + result = response.json() + print(f"Received response: {result}") + except Exception as e: + pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}") @mock_patch_acompletion() From eb433bde863c750affcae4ac38517ba756ed9290 Mon Sep 17 00:00:00 2001 From: Marc Abramowitz Date: Fri, 3 May 2024 17:57:30 -0700 Subject: [PATCH 002/161] Add route: "/engines/{model:path}/chat/completions" Without this, it results in: ```pytb Traceback (most recent call last): File "/Users/abramowi/Code/OpenSource/litellm/litellm/proxy/proxy_server.py", line 3836, in completion raise HTTPException( fastapi.exceptions.HTTPException: 400: {'error': 'completion: Invalid model name passed in model=gpt-3.5-turbo/chat'} ``` --- litellm/proxy/proxy_server.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 55202fd16..bbeacded0 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3456,6 +3456,11 @@ def model_list( dependencies=[Depends(user_api_key_auth)], tags=["chat/completions"], ) +@router.post( + "/engines/{model:path}/chat/completions", + dependencies=[Depends(user_api_key_auth)], + tags=["chat/completions"], +) @router.post( "/openai/deployments/{model:path}/chat/completions", dependencies=[Depends(user_api_key_auth)], From fc0ced48c1a3c695186b1d433bb2d99234d6c67e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Sebasti=C3=A1n=20Est=C3=A9vez?= Date: Fri, 3 May 2024 23:38:54 -0400 Subject: [PATCH 003/161] add_function_to_prompt bug fix This blows up when there's no "functions" in the dictionary even when tools is present because the inner function executes regardless (does not short circuit). --- litellm/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/utils.py b/litellm/utils.py index ac8ec35d4..75d6f8b7f 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4956,7 +4956,7 @@ def get_optional_params( litellm.add_function_to_prompt ): # if user opts to add it to prompt instead optional_params["functions_unsupported_model"] = non_default_params.pop( - "tools", non_default_params.pop("functions") + "tools", non_default_params.pop("functions", None) ) else: raise UnsupportedParamsError( From c1a215b955d8f4fa342aa72bc691ea21db51d85e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 21:00:03 -0700 Subject: [PATCH 004/161] fix set router retry policy on ui --- .../src/components/model_dashboard.tsx | 54 ++++++++++++++++++- 1 file changed, 53 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index b223e9128..722f2f8b4 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -83,6 +83,17 @@ const provider_map: Record = { }; + +const retry_policy_map: Record = { + "BadRequestError (400)": "BadRequestErrorRetries", + "AuthenticationError (401)": "AuthenticationErrorRetries", + "TimeoutError (408)": "TimeoutErrorRetries", + "RateLimitError (429)": "RateLimitErrorRetries", + "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries" +}; + + + const handleSubmit = async (formValues: Record, accessToken: string, form: any) => { try { /** @@ -795,6 +806,7 @@ const handleEditSubmit = async (formValues: Record) => { Add Model 
/health Models
 Model Analytics + Model Retry Settings
@@ -816,7 +828,7 @@ const handleEditSubmit = async (formValues: Record) => {
- Filter by Public Model Name + Filter by Public Model Name setSelectedModelGroup(value)} + > + {availableModelGroups.map((group, idx) => ( + setSelectedModelGroup(group)} + > + {group} + + ))} + +
+ + + Retry Policy for {selectedModelGroup} + + { + retry_policy_map && Object.keys(retry_policy_map).map((key, idx) => ( +
+ + {key} + + + + +
+ )) + } + + From e62d8e9bc9945ad8ab78a484ff30430baef0f374 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 21:24:07 -0700 Subject: [PATCH 005/161] stash ui changes --- .../src/components/model_dashboard.tsx | 22 ++++++++----------- 1 file changed, 9 insertions(+), 13 deletions(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 722f2f8b4..9b8b3c345 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -1248,23 +1248,19 @@ const handleEditSubmit = async (formValues: Record) => { ))}
- + Retry Policy for {selectedModelGroup} - { - retry_policy_map && Object.keys(retry_policy_map).map((key, idx) => ( -
- - {key} - + How many retries should be attempted based on the Exception + {retry_policy_map && + Object.keys(retry_policy_map).map((key, idx) => ( +
+ {key} + +
+ ))} - - -
- )) - } - From 43b50b7151f313828ff9050309d75b6dc460b3fe Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 21:39:23 -0700 Subject: [PATCH 006/161] ui - show retry policy for errors --- .../src/components/model_dashboard.tsx | 21 +++++++++++++------ 1 file changed, 15 insertions(+), 6 deletions(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 9b8b3c345..744d1ec21 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -1254,12 +1254,21 @@ const handleEditSubmit = async (formValues: Record) => { How many retries should be attempted based on the Exception {retry_policy_map && - Object.keys(retry_policy_map).map((key, idx) => ( -
- {key} - -
- ))} + + + {Object.keys(retry_policy_map).map((key, idx) => ( + + + + + ))} + +
+ {key} + + +
+} From 3175be6303b305250770be050793ff0b10e93488 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 21:51:25 -0700 Subject: [PATCH 007/161] get correct settings on router --- litellm/router.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/router.py b/litellm/router.py index 9c56445d3..39e3875b7 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -2666,6 +2666,7 @@ class Router: "retry_after", "fallbacks", "context_window_fallbacks", + "model_group_retry_policy", ] for var in vars_to_include: @@ -2691,6 +2692,7 @@ class Router: "retry_after", "fallbacks", "context_window_fallbacks", + "model_group_retry_policy", ] _int_settings = [ From 281e92d0a819d1cccd2fc676a27dbc44290a51a5 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 21:58:36 -0700 Subject: [PATCH 008/161] ui - show default retries --- .../src/components/model_dashboard.tsx | 29 +++++++++++++++++-- 1 file changed, 27 insertions(+), 2 deletions(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 744d1ec21..4b446b6de 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -18,7 +18,7 @@ import { } from "@tremor/react"; import { TabPanel, TabPanels, TabGroup, TabList, Tab, TextInput, Icon, DateRangePicker } from "@tremor/react"; import { Select, SelectItem, MultiSelect, MultiSelectItem, DateRangePickerValue } from "@tremor/react"; -import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall } from "./networking"; +import { modelInfoCall, userGetRequesedtModelsCall, modelCreateCall, Model, modelCostMap, modelDeleteCall, healthCheckCall, modelUpdateCall, modelMetricsCall, modelExceptionsCall, modelMetricsSlowResponsesCall, getCallbacksCall } from "./networking"; import { BarChart, AreaChart } from "@tremor/react"; import { Button as Button2, @@ -222,6 +222,10 @@ const ModelDashboard: React.FC = ({ to: new Date(), }); + const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState>({}); + const [defaultRetry, setDefaultRetry] = useState(0); + + const EditModelModal: React.FC = ({ visible, onCancel, model, onSubmit }) => { const [form] = Form.useForm(); let litellm_params_to_edit: Record = {} @@ -525,6 +529,22 @@ const handleEditSubmit = async (formValues: Record) => { setSlowResponsesData(slowResponses); + const routerSettingsInfo = await getCallbacksCall(accessToken, userID, userRole); + + let router_settings = routerSettingsInfo.router_settings; + + console.log("routerSettingsInfo:", router_settings) + + let model_group_retry_policy = router_settings.model_group_retry_policy; + let default_retries = router_settings.num_retries; + + console.log("model_group_retry_policy:", model_group_retry_policy) + console.log("default_retries:", default_retries) + setModelGroupRetryPolicy(model_group_retry_policy); + setDefaultRetry(default_retries); + + + } catch (error) { console.error("There was an error fetching the model data", error); } @@ -1262,7 +1282,12 @@ const handleEditSubmit = async (formValues: Record) => { {key} - + + ))} From 87bd499d11ab3ab41fae602f1e954f2b9b8afd6e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 22:00:57 -0700 Subject: [PATCH 009/161] add save button on admin ui --- ui/litellm-dashboard/src/components/model_dashboard.tsx | 3 +++ 1 file changed, 3 insertions(+) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 4b446b6de..39ec6565b 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -1294,6 +1294,9 @@ const handleEditSubmit = async (formValues: Record) => { } + From 1b9c799a93fe85149e4e6cbb1ae0ad55e925dfc3 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 4 May 2024 22:06:43 -0700 Subject: [PATCH 010/161] ui - show retry on Admin UI --- ui/litellm-dashboard/src/components/model_dashboard.tsx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 39ec6565b..8c766989d 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -1285,7 +1285,7 @@ const handleEditSubmit = async (formValues: Record) => { From b82162832aa657d38ca6d1d80be6dc406807505f Mon Sep 17 00:00:00 2001 From: Alex Epstein Date: Sat, 4 May 2024 23:10:04 -0400 Subject: [PATCH 011/161] Update support for langfuse metadata - Added ability to set trace release, version, metadata - Added ability to update fields during a trace continuation - Added ability to update input and output during a trace continuation - Wrote new test for verifying metadata is set correctly - Small improvement to setting secret boolean, prevent unnecessary literal_eval - Small improvements to langfuse tests --- .../observability/langfuse_integration.md | 49 +++++- litellm/integrations/langfuse.py | 88 ++++++---- litellm/tests/test_alangfuse.py | 152 ++++++++++++++---- litellm/utils.py | 2 +- 4 files changed, 224 insertions(+), 67 deletions(-) diff --git a/docs/my-website/docs/observability/langfuse_integration.md b/docs/my-website/docs/observability/langfuse_integration.md index bf62ee9bc..ebf20b633 100644 --- a/docs/my-website/docs/observability/langfuse_integration.md +++ b/docs/my-website/docs/observability/langfuse_integration.md @@ -94,9 +94,10 @@ print(response) ``` -### Set Custom Trace ID, Trace User ID and Tags +### Set Custom Trace ID, Trace User ID, Trace Metadata, Trace Version, Trace Release and Tags + +Pass `trace_id`, `trace_user_id`, `trace_metadata`, `trace_version`, `trace_release`, `tags` in `metadata` -Pass `trace_id`, `trace_user_id` in `metadata` ```python import litellm @@ -121,12 +122,20 @@ response = completion( metadata={ "generation_name": "ishaan-test-generation", # set langfuse Generation Name "generation_id": "gen-id22", # set langfuse Generation ID + "version": "test-generation-version" # set langfuse Generation Version "trace_user_id": "user-id2", # set langfuse Trace User ID "session_id": "session-1", # set langfuse Session ID - "tags": ["tag1", "tag2"] # set langfuse Tags + "tags": ["tag1", "tag2"], # set langfuse Tags "trace_id": "trace-id22", # set langfuse Trace ID + "trace_metadata": {"key": "value"}, # set langfuse Trace Metadata + "trace_version": "test-trace-version", # set langfuse Trace Version (if not set, defaults to Generation Version) + "trace_release": "test-trace-release", # set langfuse Trace Release ### OR ### - "existing_trace_id": "trace-id22", # if generation is continuation of past trace. This prevents default behaviour of setting a trace name + "existing_trace_id": "trace-id22", # if generation is continuation of past trace. This prevents default behaviour of setting a trace name + ### OR enforce that certain fields are trace overwritten in the trace during the continuation ### + "existing_trace_id": "trace-id22", + "trace_metadata": {"key": "updated_trace_value"}, # The new value to use for the langfuse Trace Metadata + "update_trace_keys": ["input", "output", "trace_metadata"], # Updates the trace input & output to be this generations input & output also updates the Trace Metadata to match the passed in value }, ) @@ -134,6 +143,38 @@ print(response) ``` +### Trace & Generation Parameters + +#### Trace Specific Parameters + +* `trace_id` - Identifier for the trace, must use `existing_trace_id` instead or in conjunction with `trace_id` if this is an existing trace, auto-generated by default +* `trace_name` - Name of the trace, auto-generated by default +* `session_id` - Session identifier for the trace, defaults to `None` +* `trace_version` - Version for the trace, defaults to value for `version` +* `trace_release` - Release for the trace, defaults to `None` +* `trace_metadata` - Metadata for the trace, defaults to `None` +* `trace_user_id` - User identifier for the trace, defaults to completion argument `user` +* `tags` - Tags for the trace, defeaults to `None` + +##### Updatable Parameters on Continuation + +The following parameters can be updated on a continuation of a trace by passing in the following values into the `update_trace_keys` in the metadata of the completion. + +* `input` - Will set the traces input to be the input of this latest generation +* `output` - Will set the traces output to be the output of this generation +* `trace_version` - Will set the trace version to be the provided value (To use the latest generations version instead, use `version`) +* `trace_release` - Will set the trace release to be the provided value +* `trace_metadata` - Will set the trace metadata to the provided value +* `trace_user_id` - Will set the trace user id to the provided value + +#### Generation Specific Parameters + +* `generation_id` - Identifier for the generation, auto-generated by default +* `generation_name` - Identifier for the generation, auto-generated by default +* `prompt` - Langfuse prompt object used for the generation, defaults to None + +Any other key value pairs passed into the metadata not listed in the above spec for a `litellm` completion will be added as a metadata key value pair for the generation. + ### Use LangChain ChatLiteLLM + Langfuse Pass `trace_user_id`, `session_id` in model_kwargs ```python diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index 304edbbc9..fa8b0c61d 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -262,6 +262,7 @@ class LangFuseLogger: try: tags = [] + metadata = copy.deepcopy(metadata) # Avoid modifying the original metadata supports_tags = Version(langfuse.version.__version__) >= Version("2.6.3") supports_prompt = Version(langfuse.version.__version__) >= Version("2.7.3") supports_costs = Version(langfuse.version.__version__) >= Version("2.7.3") @@ -272,35 +273,9 @@ class LangFuseLogger: print_verbose(f"Langfuse Layer Logging - logging to langfuse v2 ") if supports_tags: - metadata_tags = metadata.get("tags", []) + metadata_tags = metadata.pop("tags", []) tags = metadata_tags - trace_name = metadata.get("trace_name", None) - trace_id = metadata.get("trace_id", None) - existing_trace_id = metadata.get("existing_trace_id", None) - if trace_name is None and existing_trace_id is None: - # just log `litellm-{call_type}` as the trace name - ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces. - trace_name = f"litellm-{kwargs.get('call_type', 'completion')}" - - if existing_trace_id is not None: - trace_params = {"id": existing_trace_id} - else: # don't overwrite an existing trace - trace_params = { - "name": trace_name, - "input": input, - "user_id": metadata.get("trace_user_id", user_id), - "id": trace_id, - "session_id": metadata.get("session_id", None), - } - - if level == "ERROR": - trace_params["status_message"] = output - else: - trace_params["output"] = output - - cost = kwargs.get("response_cost", None) - print_verbose(f"trace: {cost}") # Clean Metadata before logging - never log raw metadata # the raw metadata can contain circular references which leads to infinite recursion @@ -328,6 +303,58 @@ class LangFuseLogger: else: clean_metadata[key] = value + + session_id = clean_metadata.pop("session_id", None) + trace_name = clean_metadata.pop("trace_name", None) + trace_id = clean_metadata.pop("trace_id", None) + existing_trace_id = clean_metadata.pop("existing_trace_id", None) + update_trace_keys = clean_metadata.pop("update_trace_keys", []) + + if trace_name is None and existing_trace_id is None: + # just log `litellm-{call_type}` as the trace name + ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces. + trace_name = f"litellm-{kwargs.get('call_type', 'completion')}" + + if existing_trace_id is not None: + trace_params = {"id": existing_trace_id} + + # Update the following keys for this trace + for metadata_param_key in update_trace_keys: + trace_param_key = metadata_param_key.replace("trace_", "") + if trace_param_key not in trace_params: + updated_trace_value = clean_metadata.pop(metadata_param_key, None) + if updated_trace_value is not None: + trace_params[trace_param_key] = updated_trace_value + + + # Pop the trace specific keys that would have been popped if there were a new trace + for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())): + clean_metadata.pop(key, None) + + # Special keys that are found in the function arguments and not the metadata + if "input" in update_trace_keys: + trace_params["input"] = input + if "output" in update_trace_keys: + trace_params["output"] = output + else: # don't overwrite an existing trace + trace_params = { + "id": trace_id, + "name": trace_name, + "session_id": session_id, + "input": input, + "version": clean_metadata.pop("trace_version", clean_metadata.get("version", None)), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence + } + for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())): + trace_params[key.replace("trace_", "")] = clean_metadata.pop(key, None) + + if level == "ERROR": + trace_params["status_message"] = output + else: + trace_params["output"] = output + + cost = kwargs.get("response_cost", None) + print_verbose(f"trace: {cost}") + if ( litellm._langfuse_default_tags is not None and isinstance(litellm._langfuse_default_tags, list) @@ -387,7 +414,7 @@ class LangFuseLogger: "completion_tokens": response_obj["usage"]["completion_tokens"], "total_cost": cost if supports_costs else None, } - generation_name = metadata.get("generation_name", None) + generation_name = clean_metadata.pop("generation_name", None) if generation_name is None: # just log `litellm-{call_type}` as the generation name generation_name = f"litellm-{kwargs.get('call_type', 'completion')}" @@ -402,7 +429,7 @@ class LangFuseLogger: generation_params = { "name": generation_name, - "id": metadata.get("generation_id", generation_id), + "id": clean_metadata.pop("generation_id", generation_id), "start_time": start_time, "end_time": end_time, "model": kwargs["model"], @@ -412,10 +439,11 @@ class LangFuseLogger: "usage": usage, "metadata": clean_metadata, "level": level, + "version": clean_metadata.pop("version", None), } if supports_prompt: - generation_params["prompt"] = metadata.get("prompt", None) + generation_params["prompt"] = clean_metadata.pop("prompt", None) if output is not None and isinstance(output, str) and level == "ERROR": generation_params["status_message"] = output diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index fd968c6a7..d71738cc6 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -1,9 +1,11 @@ +import copy import json import sys import os -import io, asyncio +import asyncio import logging +from unittest.mock import MagicMock, patch logging.basicConfig(level=logging.DEBUG) sys.path.insert(0, os.path.abspath("../..")) @@ -18,6 +20,18 @@ import time import pytest +@pytest.fixture +def langfuse_client() -> "langfuse.Langfuse": + import langfuse + + langfuse_client = langfuse.Langfuse( + public_key=os.environ["LANGFUSE_PUBLIC_KEY"], + secret_key=os.environ["LANGFUSE_SECRET_KEY"], + ) + + with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client: + yield mock_langfuse_client() + def search_logs(log_file_path, num_good_logs=1): """ Searches the given log file for logs containing the "/api/public" string. @@ -129,21 +143,10 @@ def test_langfuse_logging_async(): pytest.fail(f"An exception occurred - {e}") -async def make_async_calls(): +async def make_async_calls(metadata = None, **completion_kwargs): tasks = [] for _ in range(5): - task = asyncio.create_task( - litellm.acompletion( - model="azure/chatgpt-v-2", - messages=[{"role": "user", "content": "This is a test"}], - max_tokens=5, - temperature=0.7, - timeout=5, - user="langfuse_latency_test_user", - mock_response="It's simple to use and easy to get started", - ) - ) - tasks.append(task) + tasks.append(create_async_task()) # Measure the start time before running the tasks start_time = asyncio.get_event_loop().time() @@ -161,9 +164,30 @@ async def make_async_calls(): return total_time +def create_async_task(**completion_kwargs): + """ + Creates an async task for the litellm.acompletion function. + This is just the task, but it is not run here. + To run the task it must be awaited or used in other asyncio coroutine execution functions like asyncio.gather. + Any kwargs passed to this function will be passed to the litellm.acompletion function. + By default a standard set of arguments are used for the litellm.acompletion function. + """ + completion_args = { + "model": "azure/chatgpt-v-2", + "messages": [{"role": "user", "content": "This is a test"}], + "max_tokens": 5, + "temperature": 0.7, + "timeout": 5, + "user": "langfuse_latency_test_user", + "mock_response": "It's simple to use and easy to get started", + } + completion_args.update(completion_kwargs) + return asyncio.create_task(litellm.acompletion(**completion_args)) + + @pytest.mark.asyncio @pytest.mark.parametrize("stream", [False, True]) -async def test_langfuse_logging_without_request_response(stream): +async def test_langfuse_logging_without_request_response(stream, langfuse_client): try: import uuid @@ -171,28 +195,14 @@ async def test_langfuse_logging_without_request_response(stream): litellm.set_verbose = True litellm.turn_off_message_logging = True litellm.success_callback = ["langfuse"] - response = await litellm.acompletion( - model="gpt-3.5-turbo", - mock_response="It's simple to use and easy to get started", - messages=[{"role": "user", "content": "Hi 👋 - i'm claude"}], - max_tokens=10, - temperature=0.2, - stream=stream, - metadata={"trace_id": _unique_trace_name}, - ) + response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name}) print(response) if stream: async for chunk in response: print(chunk) - await asyncio.sleep(3) - - import langfuse - - langfuse_client = langfuse.Langfuse( - public_key=os.environ["LANGFUSE_PUBLIC_KEY"], - secret_key=os.environ["LANGFUSE_SECRET_KEY"], - ) + langfuse_client.flush() + await asyncio.sleep(2) # get trace with _unique_trace_name trace = langfuse_client.get_generations(trace_id=_unique_trace_name) @@ -211,6 +221,83 @@ async def test_langfuse_logging_without_request_response(stream): pytest.fail(f"An exception occurred - {e}") +@pytest.mark.asyncio +async def test_langfuse_logging_metadata(langfuse_client): + """ + Test that creates multiple traces, with a varying number of generations and sets various metadata fields + Confirms that no metadata that is standard within Langfuse is duplicated in the respective trace or generation metadata + For trace continuation certain metadata of the trace is overriden with metadata from the last generation based on the update_trace_keys field + Version is set for both the trace and the generation + Release is just set for the trace + Tags is just set for the trace + """ + import uuid + + litellm.set_verbose = True + litellm.success_callback = ["langfuse"] + + trace_identifiers = {} + expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"} + trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"} # Allows for setting the metadata on the trace + run_id = str(uuid.uuid4()) + session_id = f"litellm-test-session-{run_id}" + trace_common_metadata = { + "session_id": session_id, + "tags": ["litellm-test-tag1", "litellm-test-tag2"], + "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id + "trace_metadata": trace_metadata, + "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation + "trace_release": "litellm-test-release", + "version": "litellm-test-version", + } + for trace_num in range(1, 3): # Two traces + metadata = copy.deepcopy(trace_common_metadata) + trace_id = f"litellm-test-trace{trace_num}-{run_id}" + metadata["trace_id"] = trace_id + metadata["trace_name"] = trace_id + trace_identifiers[trace_id] = [] + print(f"Trace: {trace_id}") + for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number + metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}" + generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}" + metadata["generation_id"] = generation_id + metadata["generation_name"] = generation_id + metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys + trace_identifiers[trace_id].append(generation_id) + print(f"Generation: {generation_id}") + response = await create_async_task(model="gpt-3.5-turbo", + mock_response=f"{session_id}:{trace_id}:{generation_id}", + messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}], + max_tokens=100, + temperature=0.2, + metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it + ) + print(response) + metadata["existing_trace_id"] = trace_id + + langfuse_client.flush() + await asyncio.sleep(2) + + # Tests the metadata filtering and the override of the output to be the last generation + for trace_id, generation_ids in trace_identifiers.items(): + trace = langfuse_client.get_trace(id=trace_id) + assert trace.id == trace_id + assert trace.session_id == session_id + assert trace.metadata != trace_metadata + generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data)) + assert len(generations) == len(generation_ids) + assert trace.input == generations[0].input # Should be set by the first generation + assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys + assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys + assert trace.metadata["generation_id"] == generations[-1].id + assert set(trace.tags).issuperset(trace_common_metadata["tags"]) + print("trace_from_langfuse", trace) + for generation_id, generation in zip(generation_ids, generations): + assert generation.id == generation_id + assert generation.trace_id == trace_id + assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys) + print("generation_from_langfuse", generation) + @pytest.mark.skip(reason="beta test - checking langfuse output") def test_langfuse_logging(): try: @@ -570,6 +657,7 @@ def test_langfuse_existing_trace_id(): assert initial_langfuse_trace_dict == new_langfuse_trace_dict +@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai") def test_langfuse_logging_tool_calling(): litellm.set_verbose = True diff --git a/litellm/utils.py b/litellm/utils.py index 75031a7c3..03f1698d0 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -9363,7 +9363,7 @@ def get_secret( else: secret = os.environ.get(secret_name) try: - secret_value_as_bool = ast.literal_eval(secret) + secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None if isinstance(secret_value_as_bool, bool): return secret_value_as_bool else: From 3acad270e57d446673137edf9409ab5b773661d5 Mon Sep 17 00:00:00 2001 From: Mehmet Bektas Date: Sun, 5 May 2024 19:44:25 -0700 Subject: [PATCH 012/161] support sync ollama embeddings --- litellm/llms/ollama.py | 20 ++++++++++++++++++++ litellm/main.py | 20 ++++++++++---------- 2 files changed, 30 insertions(+), 10 deletions(-) diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py index 5972d9e8c..f4c06dbe6 100644 --- a/litellm/llms/ollama.py +++ b/litellm/llms/ollama.py @@ -417,3 +417,23 @@ async def ollama_aembeddings( "total_tokens": total_input_tokens, } return model_response + +def ollama_embeddings( + api_base: str, + model: str, + prompts: list, + optional_params=None, + logging_obj=None, + model_response=None, + encoding=None, +): + return asyncio.run( + ollama_aembeddings( + api_base, + model, + prompts, + optional_params, + logging_obj, + model_response, + encoding) + ) diff --git a/litellm/main.py b/litellm/main.py index 8717af570..9aaf30f05 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -2946,16 +2946,16 @@ def embedding( model=model, # type: ignore llm_provider="ollama", # type: ignore ) - if aembedding: - response = ollama.ollama_aembeddings( - api_base=api_base, - model=model, - prompts=input, - encoding=encoding, - logging_obj=logging, - optional_params=optional_params, - model_response=EmbeddingResponse(), - ) + ollama_embeddings_fn = ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings + response = ollama_embeddings_fn( + api_base=api_base, + model=model, + prompts=input, + encoding=encoding, + logging_obj=logging, + optional_params=optional_params, + model_response=EmbeddingResponse(), + ) elif custom_llm_provider == "sagemaker": response = sagemaker.embedding( model=model, From 64a64c68c5d2e511cd1c8db1b7840f09cffca12d Mon Sep 17 00:00:00 2001 From: Mehmet Bektas Date: Sun, 5 May 2024 20:25:43 -0700 Subject: [PATCH 013/161] update ollama test file --- litellm/tests/test_ollama_local.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/litellm/tests/test_ollama_local.py b/litellm/tests/test_ollama_local.py index d4dbc7341..f5d629140 100644 --- a/litellm/tests/test_ollama_local.py +++ b/litellm/tests/test_ollama_local.py @@ -24,6 +24,14 @@ # asyncio.run(test_ollama_aembeddings()) +# def test_ollama_embeddings(): +# litellm.set_verbose = True +# input = "The food was delicious and the waiter..." +# response = litellm.embedding(model="ollama/mistral", input=input) +# print(response) + +# test_ollama_embeddings() + # def test_ollama_streaming(): # try: # litellm.set_verbose = False From d0d063e25a833a898debd72b7af6ca3b494dca98 Mon Sep 17 00:00:00 2001 From: Rajan Paneru Date: Mon, 6 May 2024 13:16:24 +0930 Subject: [PATCH 014/161] Synced the model with the Mistral * Ordered them based on previous order * Excluded to be depricated models * Use the model name, instead of the slug in the first column as referred by the name of the column --- docs/my-website/docs/providers/mistral.md | 17 ++++++++--------- 1 file changed, 8 insertions(+), 9 deletions(-) diff --git a/docs/my-website/docs/providers/mistral.md b/docs/my-website/docs/providers/mistral.md index 8e5e2bf66..a4325dc4e 100644 --- a/docs/my-website/docs/providers/mistral.md +++ b/docs/my-website/docs/providers/mistral.md @@ -44,14 +44,13 @@ for chunk in response: ## Supported Models All models listed here https://docs.mistral.ai/platform/endpoints are supported. We actively maintain the list of models, pricing, token window, etc. [here](https://github.com/BerriAI/litellm/blob/c1b25538277206b9f00de5254d80d6a83bb19a29/model_prices_and_context_window.json). -| Model Name | Function Call | -|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| -| mistral-tiny | `completion(model="mistral/mistral-tiny", messages)` | -| mistral-small | `completion(model="mistral/mistral-small", messages)` | -| mistral-medium | `completion(model="mistral/mistral-medium", messages)` | -| mistral-large-latest | `completion(model="mistral/mistral-large-latest", messages)` | -| open-mixtral-8x22b | `completion(model="mistral/open-mixtral-8x22b", messages)` | - +| Model Name | Function Call | +|----------------|--------------------------------------------------------------| +| Mistral Small | `completion(model="mistral/mistral-small-latest", messages)` | +| Mistral Large | `completion(model="mistral/mistral-large-latest", messages)` | +| Mistral 7B | `completion(model="mistral/open-mistral-7b", messages)` | +| Mixtral 8x7B | `completion(model="mistral/open-mixtral-8x7b", messages)` | +| Mixtral 8x22B | `completion(model="mistral/open-mixtral-8x22b", messages)` | ## Function Calling @@ -116,6 +115,6 @@ All models listed here https://docs.mistral.ai/platform/endpoints are supported | Model Name | Function Call | |--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| -| mistral-embed | `embedding(model="mistral/mistral-embed", input)` | +| Mistral Embeddings | `embedding(model="mistral/mistral-embed", input)` | From 2347cb2247615719188e9c03bb69db53062bfa62 Mon Sep 17 00:00:00 2001 From: Rajan Paneru Date: Tue, 7 May 2024 00:19:19 +0930 Subject: [PATCH 015/161] bring back the to be depricated mistral-medium --- docs/my-website/docs/providers/mistral.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/providers/mistral.md b/docs/my-website/docs/providers/mistral.md index a4325dc4e..9d13fd017 100644 --- a/docs/my-website/docs/providers/mistral.md +++ b/docs/my-website/docs/providers/mistral.md @@ -47,6 +47,7 @@ All models listed here https://docs.mistral.ai/platform/endpoints are supported. | Model Name | Function Call | |----------------|--------------------------------------------------------------| | Mistral Small | `completion(model="mistral/mistral-small-latest", messages)` | +| Mistral Medium | `completion(model="mistral/mistral-medium-latest", messages)`| | Mistral Large | `completion(model="mistral/mistral-large-latest", messages)` | | Mistral 7B | `completion(model="mistral/open-mistral-7b", messages)` | | Mixtral 8x7B | `completion(model="mistral/open-mixtral-8x7b", messages)` | From c762e60ae50c19fb5c434e7cb17697447e4a6f4a Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 07:53:55 -0700 Subject: [PATCH 016/161] stash ui changes --- .../src/components/model_dashboard.tsx | 32 +++++++++---------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 8c766989d..43ca9fdff 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -1276,22 +1276,22 @@ const handleEditSubmit = async (formValues: Record) => { {retry_policy_map && - {Object.keys(retry_policy_map).map((key, idx) => ( - - - - - ))} - + {Object.keys(retry_policy_map).map((key, idx) => ( + + + + + ))} +
- {key} - - - -
+ {key} + + +
} From eb5dc38fc9200b360be0cefbc17a1bfefa136ac2 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 17:57:07 -0700 Subject: [PATCH 037/161] fix - set retry policy on ui --- .../src/components/model_dashboard.tsx | 23 ++++++++++++------- 1 file changed, 15 insertions(+), 8 deletions(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index a62365474..2b7cf923d 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -60,6 +60,10 @@ interface EditModelModalProps { onSubmit: (data: FormData) => void; // Assuming FormData is the type of data to be submitted } +interface RetryPolicyObject { + [key: string]: { [retryPolicyKey: string]: number } | undefined; +} + //["OpenAI", "Azure OpenAI", "Anthropic", "Gemini (Google AI Studio)", "Amazon Bedrock", "OpenAI-Compatible Endpoints (Groq, Together AI, Mistral AI, etc.)"] enum Providers { @@ -222,7 +226,7 @@ const ModelDashboard: React.FC = ({ to: new Date(), }); - const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState>({}); + const [modelGroupRetryPolicy, setModelGroupRetryPolicy] = useState(null); const [defaultRetry, setDefaultRetry] = useState(0); @@ -1301,7 +1305,7 @@ const handleEditSubmit = async (formValues: Record) => { {Object.entries(retry_policy_map).map(([exceptionType, retryPolicyKey], idx) => { - let retryCount = modelGroupRetryPolicy?.[selectedModelGroup]?.[retryPolicyKey] + let retryCount = modelGroupRetryPolicy?.[selectedModelGroup!]?.[retryPolicyKey] if (retryCount == null) { retryCount = defaultRetry; } @@ -1318,12 +1322,15 @@ const handleEditSubmit = async (formValues: Record) => { min={0} step={1} onChange={(value) => { - setModelGroupRetryPolicy({ - ...modelGroupRetryPolicy, - [selectedModelGroup]: { - ...modelGroupRetryPolicy[selectedModelGroup], - [retryPolicyKey]: value, - }, + setModelGroupRetryPolicy(prevModelGroupRetryPolicy => { + const prevRetryPolicy = prevModelGroupRetryPolicy?.[selectedModelGroup!] ?? {}; + return { + ...prevModelGroupRetryPolicy ?? {}, + [selectedModelGroup!]: { + ...prevRetryPolicy, + [retryPolicyKey!]: value, + }, + } as RetryPolicyObject; }); }} /> From f04f45a80d751dc0bda274c9b00e3bf1a44e379c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 17:58:56 -0700 Subject: [PATCH 038/161] ui - fix show num retries for 500 error --- ui/litellm-dashboard/src/components/model_dashboard.tsx | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 2b7cf923d..6e207b430 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -93,7 +93,8 @@ const retry_policy_map: Record = { "AuthenticationError (401)": "AuthenticationErrorRetries", "TimeoutError (408)": "TimeoutErrorRetries", "RateLimitError (429)": "RateLimitErrorRetries", - "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries" + "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries", + "InternalServerError (500)": "InternalServerErrorRetries" }; From 6a056c0c1724b881b897091099bebda548d87024 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 17:59:38 -0700 Subject: [PATCH 039/161] fix support InternalServerErrorRetries --- litellm/types/router.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/types/router.py b/litellm/types/router.py index 4b54d8f41..4a62a267e 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -345,3 +345,4 @@ class RetryPolicy(BaseModel): TimeoutErrorRetries: Optional[int] = None RateLimitErrorRetries: Optional[int] = None ContentPolicyViolationErrorRetries: Optional[int] = None + InternalServerErrorRetries: Optional[int] = None From 791ec2e26a14418fb5fe2bdc02473277a08caafb Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 18:06:25 -0700 Subject: [PATCH 040/161] ui - new build --- litellm/proxy/_experimental/out/404.html | 2 +- ...layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} | 0 .../out/_next/static/chunks/app/page-d9bdfedbff191985.js | 1 - .../out/_next/static/chunks/app/page-df6123fdb38c9b0d.js | 1 + .../out/_next/static/chunks/webpack-cfde7590f67e0020.js | 2 +- .../_experimental/out/_next/static/css/00c2ddbcd01819c0.css | 5 ----- .../_experimental/out/_next/static/css/91264d1b81b58743.css | 5 +++++ .../_buildManifest.js | 0 .../_ssgManifest.js | 0 litellm/proxy/_experimental/out/index.html | 2 +- litellm/proxy/_experimental/out/index.txt | 4 ++-- ui/litellm-dashboard/out/404.html | 2 +- ...layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} | 0 .../out/_next/static/chunks/app/page-d9bdfedbff191985.js | 1 - .../out/_next/static/chunks/app/page-df6123fdb38c9b0d.js | 1 + .../out/_next/static/chunks/webpack-cfde7590f67e0020.js | 2 +- .../out/_next/static/css/00c2ddbcd01819c0.css | 5 ----- .../out/_next/static/css/91264d1b81b58743.css | 5 +++++ .../_buildManifest.js | 0 .../_ssgManifest.js | 0 ui/litellm-dashboard/out/index.html | 2 +- ui/litellm-dashboard/out/index.txt | 4 ++-- 22 files changed, 22 insertions(+), 22 deletions(-) rename litellm/proxy/_experimental/out/_next/static/chunks/app/{layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} (100%) delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-d9bdfedbff191985.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js rename ui/litellm-dashboard/out/_next/static/chunks/webpack-202e312607f242a1.js => litellm/proxy/_experimental/out/_next/static/chunks/webpack-cfde7590f67e0020.js (98%) delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/00c2ddbcd01819c0.css create mode 100644 litellm/proxy/_experimental/out/_next/static/css/91264d1b81b58743.css rename litellm/proxy/_experimental/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_buildManifest.js (100%) rename litellm/proxy/_experimental/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_ssgManifest.js (100%) rename ui/litellm-dashboard/out/_next/static/chunks/app/{layout-bf3537d6924e801d.js => layout-cfe6a9aa81aafb27.js} (100%) delete mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-d9bdfedbff191985.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-df6123fdb38c9b0d.js rename litellm/proxy/_experimental/out/_next/static/chunks/webpack-202e312607f242a1.js => ui/litellm-dashboard/out/_next/static/chunks/webpack-cfde7590f67e0020.js (98%) delete mode 100644 ui/litellm-dashboard/out/_next/static/css/00c2ddbcd01819c0.css create mode 100644 ui/litellm-dashboard/out/_next/static/css/91264d1b81b58743.css rename ui/litellm-dashboard/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_buildManifest.js (100%) rename ui/litellm-dashboard/out/_next/static/{e55gTzpa2g2-9SwXgA9Uo => u7rM4cBDmVnacAN_shjp6}/_ssgManifest.js (100%) diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index 2a1c15e38..563e6c60c 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

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a/litellm/tests/test_alerting.py +++ b/litellm/tests/test_alerting.py @@ -61,7 +61,7 @@ async def test_get_api_base(): end_time = datetime.now() time_difference_float, model, api_base, messages = ( - _pl.slack_alerting_instance._response_taking_too_long_callback( + _pl.slack_alerting_instance._response_taking_too_long_callback_helper( kwargs={ "model": model, "messages": messages, From 22347f2f56488569cf608438761143c1c0f7ad0b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 18:08:40 -0700 Subject: [PATCH 042/161] =?UTF-8?q?bump:=20version=201.36.0=20=E2=86=92=20?= =?UTF-8?q?1.36.1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index ef776bd0d..649916fda 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.36.0" +version = "1.36.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.36.0" +version = "1.36.1" version_files = [ "pyproject.toml:^version" ] From 5368382c0359819d2672676edd98319414a2eb76 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 18:12:45 -0700 Subject: [PATCH 043/161] fix num callbacks test --- tests/test_callbacks_on_proxy.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py index 9fd6427d8..3b4f9f5c9 100644 --- a/tests/test_callbacks_on_proxy.py +++ b/tests/test_callbacks_on_proxy.py @@ -98,6 +98,7 @@ async def get_current_routing_strategy(session): @pytest.mark.asyncio +@pytest.mark.order1 async def test_check_num_callbacks(): """ Test 1: num callbacks should NOT increase over time @@ -145,6 +146,7 @@ async def test_check_num_callbacks(): @pytest.mark.asyncio +@pytest.mark.order2 async def test_check_num_callbacks_on_lowest_latency(): """ Test 1: num callbacks should NOT increase over time From 15b264bd4e25f508e45209342539dbd2362daa45 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 18:13:15 -0700 Subject: [PATCH 044/161] fix num callbacks test --- tests/test_callbacks_on_proxy.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py index 3b4f9f5c9..a4e4fe7b8 100644 --- a/tests/test_callbacks_on_proxy.py +++ b/tests/test_callbacks_on_proxy.py @@ -166,6 +166,8 @@ async def test_check_num_callbacks_on_lowest_latency(): original_routing_strategy = await get_current_routing_strategy(session=session) await config_update(session=session, routing_strategy="latency-based-routing") + await asyncio.sleep(5) + num_callbacks_1, num_alerts_1, all_litellm_callbacks_1 = ( await get_active_callbacks(session=session) ) From d94065ca43d90aea7055f824032386e8059bd34d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 18:20:27 -0700 Subject: [PATCH 045/161] fix - num active callbacks --- tests/test_callbacks_on_proxy.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_callbacks_on_proxy.py b/tests/test_callbacks_on_proxy.py index a4e4fe7b8..ea15af6b0 100644 --- a/tests/test_callbacks_on_proxy.py +++ b/tests/test_callbacks_on_proxy.py @@ -111,12 +111,12 @@ async def test_check_num_callbacks(): import uuid async with aiohttp.ClientSession() as session: - # await asyncio.sleep(30) + await asyncio.sleep(30) num_callbacks_1, _, all_litellm_callbacks_1 = await get_active_callbacks( session=session ) assert num_callbacks_1 > 0 - # await asyncio.sleep(30) + await asyncio.sleep(30) num_callbacks_2, _, all_litellm_callbacks_2 = await get_active_callbacks( session=session @@ -166,7 +166,7 @@ async def test_check_num_callbacks_on_lowest_latency(): original_routing_strategy = await get_current_routing_strategy(session=session) await config_update(session=session, routing_strategy="latency-based-routing") - await asyncio.sleep(5) + await asyncio.sleep(30) num_callbacks_1, num_alerts_1, all_litellm_callbacks_1 = ( await get_active_callbacks(session=session) From 6b9b4f05ba94b9f390f6eb3b43b96990074c8f04 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 6 May 2024 18:25:48 -0700 Subject: [PATCH 046/161] feat(proxy_server.py): schedule slack daily report if enabled if user enabled daily_reports, send them a slack report every 12 hours --- litellm/integrations/slack_alerting.py | 116 ++++++++++++++++++------ litellm/proxy/_super_secret_config.yaml | 15 ++- litellm/proxy/proxy_server.py | 13 ++- litellm/proxy/utils.py | 5 + 4 files changed, 114 insertions(+), 35 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index af328666f..171b8a834 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -17,6 +17,7 @@ from pydantic import BaseModel from enum import Enum from datetime import datetime as dt, timedelta from litellm.integrations.custom_logger import CustomLogger +import random class LiteLLMBase(BaseModel): @@ -32,8 +33,9 @@ class LiteLLMBase(BaseModel): return self.dict() -class SlackArgs(LiteLLMBase): +class SlackAlertingArgs(LiteLLMBase): daily_report_frequency: int = 12 * 60 * 60 # 12 hours + report_check_interval: int = 5 * 60 # 5 minutes class DeploymentMetrics(LiteLLMBase): @@ -63,6 +65,7 @@ class SlackAlertingCacheKeys(Enum): failed_requests_key = "failed_requests_daily_metrics" latency_key = "latency_daily_metrics" + report_sent_key = "daily_metrics_report_sent" class SlackAlerting(CustomLogger): @@ -94,6 +97,7 @@ class SlackAlerting(CustomLogger): alert_to_webhook_url: Optional[ Dict ] = None, # if user wants to separate alerts to diff channels + alerting_args={}, ): self.alerting_threshold = alerting_threshold self.alerting = alerting @@ -102,6 +106,7 @@ class SlackAlerting(CustomLogger): self.async_http_handler = AsyncHTTPHandler() self.alert_to_webhook_url = alert_to_webhook_url self.is_running = False + self.alerting_args = SlackAlertingArgs(**alerting_args) def update_values( self, @@ -109,6 +114,7 @@ class SlackAlerting(CustomLogger): alerting_threshold: Optional[float] = None, alert_types: Optional[List] = None, alert_to_webhook_url: Optional[Dict] = None, + alerting_args: Optional[Dict] = None, ): if alerting is not None: self.alerting = alerting @@ -116,7 +122,8 @@ class SlackAlerting(CustomLogger): self.alerting_threshold = alerting_threshold if alert_types is not None: self.alert_types = alert_types - + if alerting_args is not None: + self.alerting_args = SlackAlertingArgs(**alerting_args) if alert_to_webhook_url is not None: # update the dict if self.alert_to_webhook_url is None: @@ -356,7 +363,7 @@ class SlackAlerting(CustomLogger): # find top 5 slowest # Replace None values with a placeholder value (-1 in this case) - placeholder_value = -1 + placeholder_value = 0 replaced_slowest_values = [ value if value is not None else placeholder_value for value in latency_values @@ -406,8 +413,8 @@ class SlackAlerting(CustomLogger): _deployment["litellm_params"] if _deployment is not None else {} ), ) - value = replaced_slowest_values[top_5_slowest[i]] - message += f"\t{i+1}. Deployment: `{deployment_name}`, Latency: `{value}`, API Base: `{api_base}`\n\n" + value = round(replaced_slowest_values[top_5_slowest[i]], 3) + message += f"\t{i+1}. Deployment: `{deployment_name}`, Latency per output token: `{value}s/token`, API Base: `{api_base}`\n\n" # cache cleanup -> reset values to 0 latency_cache_keys = [(key, 0) for key in latency_keys] @@ -698,33 +705,82 @@ class SlackAlerting(CustomLogger): async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): """Log deployment latency""" - model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "") - response_ms: timedelta = end_time - start_time - - final_value = response_ms - total_tokens = 0 - - if isinstance(response_obj, litellm.ModelResponse): - completion_tokens = response_obj.usage.completion_tokens - final_value = float(response_ms.total_seconds() / completion_tokens) - - await self.async_update_daily_reports( - DeploymentMetrics( - id=model_id, - failed_request=False, - latency_per_output_token=final_value, - updated_at=litellm.utils.get_utc_datetime(), + if "daily_reports" in self.alert_types: + model_id = ( + kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "") + ) + response_s: timedelta = end_time - start_time + + final_value = response_s + total_tokens = 0 + + if isinstance(response_obj, litellm.ModelResponse): + completion_tokens = response_obj.usage.completion_tokens + final_value = float(response_s.total_seconds() / completion_tokens) + + await self.async_update_daily_reports( + DeploymentMetrics( + id=model_id, + failed_request=False, + latency_per_output_token=final_value, + updated_at=litellm.utils.get_utc_datetime(), + ) ) - ) async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): """Log failure + deployment latency""" - model_id = kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "") - await self.async_update_daily_reports( - DeploymentMetrics( - id=model_id, - failed_request=True, - latency_per_output_token=None, - updated_at=litellm.utils.get_utc_datetime(), + if "daily_reports" in self.alert_types: + model_id = ( + kwargs.get("litellm_params", {}).get("model_info", {}).get("id", "") ) - ) + await self.async_update_daily_reports( + DeploymentMetrics( + id=model_id, + failed_request=True, + latency_per_output_token=None, + updated_at=litellm.utils.get_utc_datetime(), + ) + ) + + async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]): + """ + If 'daily_reports' enabled + + Ping redis cache every 5 minutes to check if we should send the report + + If yes -> call send_daily_report() + """ + if llm_router is None or self.alert_types is None: + return + + if "daily_reports" in self.alert_types: + while True: + report_sent = await self.internal_usage_cache.async_get_cache( + key=SlackAlertingCacheKeys.report_sent_key.value + ) # None | datetime + + if report_sent is None: + await self.internal_usage_cache.async_set_cache( + key=SlackAlertingCacheKeys.report_sent_key.value, + value=litellm.utils.get_utc_datetime(), + ) + else: + # check if current time - interval >= time last sent + current_time = litellm.utils.get_utc_datetime() + delta = current_time - timedelta( + seconds=self.alerting_args.daily_report_frequency + ) + if delta >= report_sent: + # Sneak in the reporting logic here + await self.send_daily_reports(router=llm_router) + # Also, don't forget to update the report_sent time after sending the report! + await self.internal_usage_cache.async_set_cache( + key=SlackAlertingCacheKeys.report_sent_key.value, + value=litellm.utils.get_utc_datetime(), + ) + interval = random.randint( + self.alerting_args.report_check_interval - 3, + self.alerting_args.report_check_interval + 3, + ) # shuffle to prevent collisions + await asyncio.sleep(interval) + return diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index ec8d097b1..0475508e3 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -4,6 +4,16 @@ model_list: api_key: my-fake-key model: openai/my-fake-model model_name: fake-openai-endpoint +- litellm_params: + api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/ + api_key: my-fake-key-2 + model: openai/my-fake-model-2 + model_name: fake-openai-endpoint +- litellm_params: + api_base: https://openai-function-calling-workers.tasslexyz.workers.dev/ + api_key: my-fake-key-3 + model: openai/my-fake-model-3 + model_name: fake-openai-endpoint router_settings: num_retries: 0 enable_pre_call_checks: true @@ -19,4 +29,7 @@ litellm_settings: general_settings: alerting: ["slack"] - alert_types: ["llm_exceptions", "daily_reports"] \ No newline at end of file + alert_types: ["llm_exceptions", "daily_reports"] + alerting_args: + daily_report_frequency: 60 # every minute + report_check_interval: 5 # every 5s \ No newline at end of file diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4bb8dee7f..dbea1c57f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1900,9 +1900,6 @@ async def _run_background_health_check(): await asyncio.sleep(health_check_interval) -semaphore = asyncio.Semaphore(1) - - class ProxyConfig: """ Abstraction class on top of config loading/updating logic. Gives us one place to control all config updating logic. @@ -2377,6 +2374,7 @@ class ProxyConfig: alerting=general_settings.get("alerting", None), alerting_threshold=general_settings.get("alerting_threshold", 600), alert_types=general_settings.get("alert_types", None), + alerting_args=general_settings.get("alerting_args", None), redis_cache=redis_usage_cache, ) ### CONNECT TO DATABASE ### @@ -2501,7 +2499,7 @@ class ProxyConfig: for k, v in router_settings.items(): if k in available_args: router_params[k] = v - router = litellm.Router(**router_params, semaphore=semaphore) # type:ignore + router = litellm.Router(**router_params) # type:ignore return router, model_list, general_settings def get_model_info_with_id(self, model) -> RouterModelInfo: @@ -3273,6 +3271,13 @@ async def startup_event(): proxy_logging_obj._init_litellm_callbacks() # INITIALIZE LITELLM CALLBACKS ON SERVER STARTUP <- do this to catch any logging errors on startup, not when calls are being made + if "daily_reports" in proxy_logging_obj.slack_alerting_instance.alert_types: + asyncio.create_task( + proxy_logging_obj.slack_alerting_instance._run_scheduled_daily_report( + llm_router=llm_router + ) + ) # RUN DAILY REPORT (if scheduled) + ## JWT AUTH ## if general_settings.get("litellm_jwtauth", None) is not None: for k, v in general_settings["litellm_jwtauth"].items(): diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 8e66ff76c..9734806df 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -107,6 +107,7 @@ class ProxyLogging: ] ] ] = None, + alerting_args: Optional[dict] = None, ): self.alerting = alerting if alerting_threshold is not None: @@ -118,8 +119,12 @@ class ProxyLogging: alerting=self.alerting, alerting_threshold=self.alerting_threshold, alert_types=self.alert_types, + alerting_args=alerting_args, ) + if "daily_reports" in self.alert_types: + litellm.callbacks.append(self.slack_alerting_instance) # type: ignore + if redis_cache is not None: self.internal_usage_cache.redis_cache = redis_cache From 3a8876b0d55f4bc0394ef5bd40b4da78a3bb4a3f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 6 May 2024 18:29:55 -0700 Subject: [PATCH 047/161] refactor(slack_alerting.py): trigger new build --- litellm/integrations/slack_alerting.py | 1 - 1 file changed, 1 deletion(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index 171b8a834..b42f6d799 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -1,7 +1,6 @@ #### What this does #### # Class for sending Slack Alerts # import dotenv, os - from litellm.proxy._types import UserAPIKeyAuth dotenv.load_dotenv() # Loading env variables using dotenv From 72299a68941c5c14ffa880f68a88c94f054dd466 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 6 May 2024 18:34:09 -0700 Subject: [PATCH 048/161] fix(slack_alerting.py): allow internal cache to be an optional param --- litellm/integrations/slack_alerting.py | 4 ++-- litellm/tests/test_alerting.py | 5 ++++- 2 files changed, 6 insertions(+), 3 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index b42f6d799..bf0f5c07d 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -71,7 +71,7 @@ class SlackAlerting(CustomLogger): # Class variables or attributes def __init__( self, - internal_usage_cache: DualCache, + internal_usage_cache: Optional[DualCache] = None, alerting_threshold: float = 300, alerting: Optional[List] = [], alert_types: Optional[ @@ -101,7 +101,7 @@ class SlackAlerting(CustomLogger): self.alerting_threshold = alerting_threshold self.alerting = alerting self.alert_types = alert_types - self.internal_usage_cache = internal_usage_cache + self.internal_usage_cache = internal_usage_cache or DualCache() self.async_http_handler = AsyncHTTPHandler() self.alert_to_webhook_url = alert_to_webhook_url self.is_running = False diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py index dd77a0d31..c4b6157bc 100644 --- a/litellm/tests/test_alerting.py +++ b/litellm/tests/test_alerting.py @@ -98,7 +98,10 @@ def mock_env(monkeypatch): # Test the __init__ method def test_init(): slack_alerting = SlackAlerting( - alerting_threshold=32, alerting=["slack"], alert_types=["llm_exceptions"] + alerting_threshold=32, + alerting=["slack"], + alert_types=["llm_exceptions"], + internal_usage_cache=DualCache(), ) assert slack_alerting.alerting_threshold == 32 assert slack_alerting.alerting == ["slack"] From 26c0ed0f2d1fa22d80a84ec2a9d4a21e6cdd390e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 6 May 2024 18:43:24 -0700 Subject: [PATCH 049/161] refactor(proxy_server.py): show ttl's on a top-level enum Addresses - https://github.com/BerriAI/litellm/issues/2649#issuecomment-2097203372 --- litellm/proxy/proxy_server.py | 18 ++++++++++++++---- 1 file changed, 14 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 83ba3f60f..545b82243 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -221,6 +221,12 @@ class ProxyException(Exception): } +class UserAPIKeyCacheTTLEnum(enum.Enum): + key_information_cache = 600 + user_information_cache = 600 + global_proxy_spend = 60 + + @app.exception_handler(ProxyException) async def openai_exception_handler(request: Request, exc: ProxyException): # NOTE: DO NOT MODIFY THIS, its crucial to map to Openai exceptions @@ -479,7 +485,7 @@ async def user_api_key_auth( await user_api_key_cache.async_set_cache( key="{}:spend".format(litellm_proxy_admin_name), value=global_proxy_spend, - ttl=60, + ttl=UserAPIKeyCacheTTLEnum.global_proxy_spend.value, ) if global_proxy_spend is not None: user_info = { @@ -740,7 +746,9 @@ async def user_api_key_auth( ) for _id in user_id_information: await user_api_key_cache.async_set_cache( - key=_id["user_id"], value=_id, ttl=600 + key=_id["user_id"], + value=_id, + ttl=UserAPIKeyCacheTTLEnum.user_information_cache.value, ) if custom_db_client is not None: user_id_information = await custom_db_client.get_data( @@ -961,7 +969,7 @@ async def user_api_key_auth( await user_api_key_cache.async_set_cache( key="{}:spend".format(litellm_proxy_admin_name), value=global_proxy_spend, - ttl=60, + ttl=UserAPIKeyCacheTTLEnum.global_proxy_spend.value, ) if global_proxy_spend is not None: @@ -993,7 +1001,9 @@ async def user_api_key_auth( # Add hashed token to cache await user_api_key_cache.async_set_cache( - key=api_key, value=valid_token, ttl=600 + key=api_key, + value=valid_token, + ttl=UserAPIKeyCacheTTLEnum.key_information_cache.value, ) valid_token_dict = _get_pydantic_json_dict(valid_token) valid_token_dict.pop("token", None) From 69bcde6f6b0175cdd69bdbe0403aba4137617e83 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 6 May 2024 18:49:36 -0700 Subject: [PATCH 050/161] test(test_router_fallbacks.py): fix test - making it easier to debug --- litellm/tests/test_router_fallbacks.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index eb4cd3c03..0e001eeba 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -766,10 +766,10 @@ def test_ausage_based_routing_fallbacks(): load_dotenv() # Constants for TPM and RPM allocation - AZURE_FAST_RPM = 1 - AZURE_BASIC_RPM = 1 - OPENAI_RPM = 2 - ANTHROPIC_RPM = 100000 + AZURE_FAST_RPM = 0 + AZURE_BASIC_RPM = 0 + OPENAI_RPM = 0 + ANTHROPIC_RPM = 2 def get_azure_params(deployment_name: str): params = { @@ -854,7 +854,7 @@ def test_ausage_based_routing_fallbacks(): assert response._hidden_params["model_id"] == "1" # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2 - for i in range(21): + for i in range(3): response = router.completion( model="azure/gpt-4-fast", messages=messages, @@ -863,7 +863,7 @@ def test_ausage_based_routing_fallbacks(): ) print("response: ", response) print("response._hidden_params: ", response._hidden_params) - if i == 20: + if i == 2: # by the 19th call we should have hit TPM LIMIT for OpenAI, it should fallback to anthropic-claude-instant-1.2 assert response._hidden_params["model_id"] == "4" From 157d7a7c28caac70917c8d101636bba0d76afdd5 Mon Sep 17 00:00:00 2001 From: Mehmet Bektas Date: Mon, 6 May 2024 20:11:45 -0700 Subject: [PATCH 051/161] add ollama embeddings unit tests --- litellm/tests/test_ollama.py | 52 ++++++++++++++++++++++++++++++++++-- 1 file changed, 50 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_ollama.py b/litellm/tests/test_ollama.py index 82ec16f0e..cc33ea993 100644 --- a/litellm/tests/test_ollama.py +++ b/litellm/tests/test_ollama.py @@ -1,3 +1,4 @@ +import asyncio import sys, os import traceback from dotenv import load_dotenv @@ -10,10 +11,10 @@ sys.path.insert( ) # Adds the parent directory to the system path import pytest import litellm - +from unittest import mock ## for ollama we can't test making the completion call -from litellm.utils import get_optional_params, get_llm_provider +from litellm.utils import EmbeddingResponse, get_optional_params, get_llm_provider def test_get_ollama_params(): @@ -58,3 +59,50 @@ def test_ollama_json_mode(): except Exception as e: pytest.fail(f"Error occurred: {e}") # test_ollama_json_mode() + + +mock_ollama_embedding_response = EmbeddingResponse(model="ollama/nomic-embed-text") + +@mock.patch( + "litellm.llms.ollama.ollama_embeddings", + return_value=mock_ollama_embedding_response, +) +def test_ollama_embeddings(mock_embeddings): + # assert that ollama_embeddings is called with the right parameters + try: + embeddings = litellm.embedding(model="ollama/nomic-embed-text", input=["hello world"]) + print(embeddings) + mock_embeddings.assert_called_once_with( + api_base="http://localhost:11434", + model="nomic-embed-text", + prompts=["hello world"], + optional_params=mock.ANY, + logging_obj=mock.ANY, + model_response=mock.ANY, + encoding=mock.ANY, + ) + except Exception as e: + pytest.fail(f"Error occurred: {e}") +test_ollama_embeddings() + +@mock.patch( + "litellm.llms.ollama.ollama_aembeddings", + return_value=mock_ollama_embedding_response, +) +def test_ollama_aembeddings(mock_aembeddings): + # assert that ollama_aembeddings is called with the right parameters + try: + embeddings = asyncio.run(litellm.aembedding(model="ollama/nomic-embed-text", input=["hello world"])) + print(embeddings) + mock_aembeddings.assert_called_once_with( + api_base="http://localhost:11434", + model="nomic-embed-text", + prompts=["hello world"], + optional_params=mock.ANY, + logging_obj=mock.ANY, + model_response=mock.ANY, + encoding=mock.ANY, + ) + except Exception as e: + pytest.fail(f"Error occurred: {e}") +test_ollama_aembeddings() From 8e9a4fa9eb97068354d182c2de3add7c2fccf782 Mon Sep 17 00:00:00 2001 From: Mehmet Bektas Date: Mon, 6 May 2024 20:13:11 -0700 Subject: [PATCH 052/161] comment out test method calls, following the pattern --- litellm/tests/test_ollama.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_ollama.py b/litellm/tests/test_ollama.py index cc33ea993..77a6c91c3 100644 --- a/litellm/tests/test_ollama.py +++ b/litellm/tests/test_ollama.py @@ -83,7 +83,7 @@ def test_ollama_embeddings(mock_embeddings): ) except Exception as e: pytest.fail(f"Error occurred: {e}") -test_ollama_embeddings() +# test_ollama_embeddings() @mock.patch( "litellm.llms.ollama.ollama_aembeddings", @@ -105,4 +105,4 @@ def test_ollama_aembeddings(mock_aembeddings): ) except Exception as e: pytest.fail(f"Error occurred: {e}") -test_ollama_aembeddings() +# test_ollama_aembeddings() From eb84c69ec6be39496ddf6cf12d341ac81c86f177 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 20:43:51 -0700 Subject: [PATCH 053/161] fix - /model/new --- litellm/proxy/proxy_server.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index b58976997..45c4eb6cd 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -7345,10 +7345,13 @@ async def add_new_model( prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj ) - await proxy_logging_obj.slack_alerting_instance.model_added_alert( - model_name=model_params.model_name, - litellm_model_name=_orignal_litellm_model_name, - ) + _alerting = general_settings.get("alerting", []) or [] + if "slack" in _alerting: + # send notification - new model added + await proxy_logging_obj.slack_alerting_instance.model_added_alert( + model_name=model_params.model_name, + litellm_model_name=_orignal_litellm_model_name, + ) else: raise HTTPException( From bfef424b39a0f486d311cc134d22cd58f9d1bea3 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 6 May 2024 20:47:29 -0700 Subject: [PATCH 054/161] fix don't let slack alert block /model/new --- litellm/proxy/proxy_server.py | 19 +++++++++++-------- 1 file changed, 11 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 45c4eb6cd..c22b381e2 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -7344,14 +7344,17 @@ async def add_new_model( await proxy_config.add_deployment( prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj ) - - _alerting = general_settings.get("alerting", []) or [] - if "slack" in _alerting: - # send notification - new model added - await proxy_logging_obj.slack_alerting_instance.model_added_alert( - model_name=model_params.model_name, - litellm_model_name=_orignal_litellm_model_name, - ) + try: + # don't let failed slack alert block the /model/new response + _alerting = general_settings.get("alerting", []) or [] + if "slack" in _alerting: + # send notification - new model added + await proxy_logging_obj.slack_alerting_instance.model_added_alert( + model_name=model_params.model_name, + litellm_model_name=_orignal_litellm_model_name, + ) + except: + pass else: raise HTTPException( From 7d7b59ff78a44c9375167dabb79bb16b56a17c91 Mon Sep 17 00:00:00 2001 From: nkvch Date: Mon, 6 May 2024 16:59:13 +0200 Subject: [PATCH 055/161] * feat(factory.py): add support for merging consecutive messages of one role when separated with empty message of another role --- litellm/llms/prompt_templates/factory.py | 62 ++++++++++++++---------- 1 file changed, 36 insertions(+), 26 deletions(-) diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index 082030368..6e8589d58 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -1,27 +1,23 @@ -from enum import Enum -import requests, traceback -import json, re, xml.etree.ElementTree as ET -from jinja2 import Template, exceptions, meta, BaseLoader -from jinja2.sandbox import ImmutableSandboxedEnvironment -from typing import ( - Any, - List, - Mapping, - MutableMapping, - Optional, - Sequence, -) -import litellm -from litellm.types.completion import ( - ChatCompletionUserMessageParam, - ChatCompletionSystemMessageParam, - ChatCompletionMessageParam, - ChatCompletionFunctionMessageParam, - ChatCompletionMessageToolCallParam, - ChatCompletionToolMessageParam, -) -from litellm.types.llms.anthropic import * +import json +import re +import traceback import uuid +import xml.etree.ElementTree as ET +from enum import Enum +from typing import Any, List, Mapping, MutableMapping, Optional, Sequence + +import requests +from jinja2 import BaseLoader, Template, exceptions, meta +from jinja2.sandbox import ImmutableSandboxedEnvironment + +import litellm +from litellm.types.completion import (ChatCompletionFunctionMessageParam, + ChatCompletionMessageParam, + ChatCompletionMessageToolCallParam, + ChatCompletionSystemMessageParam, + ChatCompletionToolMessageParam, + ChatCompletionUserMessageParam) +from litellm.types.llms.anthropic import * def default_pt(messages): @@ -603,9 +599,10 @@ def construct_tool_use_system_prompt( def convert_url_to_base64(url): - import requests import base64 + import requests + for _ in range(3): try: response = requests.get(url) @@ -984,6 +981,7 @@ def anthropic_messages_pt(messages: list): new_messages = [] msg_i = 0 tool_use_param = False + merge_with_previous = False while msg_i < len(messages): user_content = [] init_msg_i = msg_i @@ -1016,7 +1014,13 @@ def anthropic_messages_pt(messages: list): msg_i += 1 if user_content: - new_messages.append({"role": "user", "content": user_content}) + if merge_with_previous: + new_messages[-1]["content"].extend(user_content) + merge_with_previous = False + else: + new_messages.append({"role": "user", "content": user_content}) + else: + merge_with_previous = True assistant_content = [] ## MERGE CONSECUTIVE ASSISTANT CONTENT ## @@ -1044,7 +1048,13 @@ def anthropic_messages_pt(messages: list): msg_i += 1 if assistant_content: - new_messages.append({"role": "assistant", "content": assistant_content}) + if merge_with_previous: + new_messages[-1]["content"].extend(assistant_content) + merge_with_previous = False + else: + new_messages.append({"role": "assistant", "content": assistant_content}) + else: + merge_with_previous = True if msg_i == init_msg_i: # prevent infinite loops raise Exception( From 389530efb4aca53048d84d61766b487d8ed1b192 Mon Sep 17 00:00:00 2001 From: nkvch Date: Tue, 7 May 2024 12:45:16 +0200 Subject: [PATCH 056/161] * chore(.gitignore): add 'venv' to the list of ignored files/directories * fix(test_completion.py): fix import order and remove unused imports * feat(test_completion.py): add test for empty assistant message in completion_claude_3_empty_message() --- .gitignore | 1 + litellm/tests/test_completion.py | 38 ++++++++++++++++++++++++++++---- 2 files changed, 35 insertions(+), 4 deletions(-) diff --git a/.gitignore b/.gitignore index abc4ecb0c..4f3f65b93 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,5 @@ .venv +venv .env litellm_uuid.txt __pycache__/ diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 3d0907814..54f040cfa 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1,17 +1,21 @@ -import sys, os +import os +import sys import traceback + from dotenv import load_dotenv load_dotenv() -import os, io +import io +import os sys.path.insert( 0, os.path.abspath("../..") ) # Adds the parent directory to the, system path import pytest + import litellm -from litellm import embedding, completion, completion_cost, Timeout -from litellm import RateLimitError +from litellm import (RateLimitError, Timeout, completion, completion_cost, + embedding) from litellm.llms.prompt_templates.factory import anthropic_messages_pt # litellm.num_retries=3 @@ -163,6 +167,32 @@ def test_completion_claude_3(): pytest.fail(f"Error occurred: {e}") +def test_completion_claude_3_empty_message(): + litellm.set_verbose = True + messages = [{'role': 'user', 'content': 'please create a logo for a modern AI app. create in SVG format'}, + {'role': 'assistant', 'content': "To create a logo for a modern AI app in SVG format, I'll use the DALL-E 3 Image Generator."}, + {'role': 'user', 'content': 'output SVG'}, + {'role': 'assistant', 'content': 'To generate a logo for a modern AI app in SVG format using DALL-E 3, I need to:\n1. Craft a detailed prompt describing the desired logo style and elements\n2. Specify the image size (SVG is vector-based, so size is less relevant)\n3. Call the generate_image function with the prompt and size\n4. Display the generated SVG logo using the provided syntax\nThe prompt should include keywords related to AI, modern design, and SVG format. Some key elements to incorporate could be a brain symbol, circuit lines, or a robot icon, using a minimalist style and a blue color scheme often associated with technology and intelligence.', + 'tool_calls': [ + {'id': 'toolu_01KEUtRVySSeMrf3g7rCA12E', 'type': 'function', 'function': {'name': 'python_tool', 'arguments': '{"code": "...python code..."}'}} + ]}, + {'role': 'tool', 'content': '...python output...', 'tool_call_id': 'toolu_01KEUtRVySSeMrf3g7rCA12E'}, + {'role': 'assistant', 'content': ''}, # empty message appended by model after tool call response + {'role': 'user', 'content': 'write SVG source youself!'}, + ] + + try: + response = completion( + model="anthropic/claude-3-opus-20240229", + messages=messages, + stream=True, + tools=[{'type': 'function', 'function': {'name': 'python_tool', 'description': 'Execute code', 'parameters': {'type': 'object', 'properties': {'headline': {'description': 'Must have. Title of this tool call (maximum 15 characters).', 'type': 'string'}, 'code': {'description': 'Python code to execute.', 'type': 'string'}}, 'required': ['code', 'headline']}}}] + ) + print(response) + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + def test_completion_claude_3_function_call(): litellm.set_verbose = True tools = [ From 1518a7b42dfad10b0de612f87250a5f8e6f7cac0 Mon Sep 17 00:00:00 2001 From: sepiatone Date: Sun, 5 May 2024 16:41:15 +0530 Subject: [PATCH 057/161] update langchain documentation to reflect refactor --- docs/my-website/docs/langchain/langchain.md | 55 ++++++--------------- 1 file changed, 16 insertions(+), 39 deletions(-) diff --git a/docs/my-website/docs/langchain/langchain.md b/docs/my-website/docs/langchain/langchain.md index cc12767b8..efa6b2925 100644 --- a/docs/my-website/docs/langchain/langchain.md +++ b/docs/my-website/docs/langchain/langchain.md @@ -14,14 +14,14 @@ import TabItem from '@theme/TabItem'; ```python import os -from langchain.chat_models import ChatLiteLLM -from langchain.prompts.chat import ( +from langchain_community.chat_models import ChatLiteLLM +from langchain_core.prompts import ( ChatPromptTemplate, SystemMessagePromptTemplate, AIMessagePromptTemplate, HumanMessagePromptTemplate, ) -from langchain.schema import AIMessage, HumanMessage, SystemMessage +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage os.environ['OPENAI_API_KEY'] = "" chat = ChatLiteLLM(model="gpt-3.5-turbo") @@ -30,7 +30,7 @@ messages = [ content="what model are you" ) ] -chat(messages) +chat.invoke(messages) ``` @@ -39,14 +39,14 @@ chat(messages) ```python import os -from langchain.chat_models import ChatLiteLLM -from langchain.prompts.chat import ( +from langchain_community.chat_models import ChatLiteLLM +from langchain_core.prompts import ( ChatPromptTemplate, SystemMessagePromptTemplate, AIMessagePromptTemplate, HumanMessagePromptTemplate, ) -from langchain.schema import AIMessage, HumanMessage, SystemMessage +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage os.environ['ANTHROPIC_API_KEY'] = "" chat = ChatLiteLLM(model="claude-2", temperature=0.3) @@ -55,7 +55,7 @@ messages = [ content="what model are you" ) ] -chat(messages) +chat.invoke(messages) ``` @@ -64,14 +64,14 @@ chat(messages) ```python import os -from langchain.chat_models import ChatLiteLLM -from langchain.prompts.chat import ( +from langchain_community.chat_models import ChatLiteLLM +from langchain_core.prompts.chat import ( ChatPromptTemplate, SystemMessagePromptTemplate, AIMessagePromptTemplate, HumanMessagePromptTemplate, ) -from langchain.schema import AIMessage, HumanMessage, SystemMessage +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage os.environ['REPLICATE_API_TOKEN'] = "" chat = ChatLiteLLM(model="replicate/llama-2-70b-chat:2c1608e18606fad2812020dc541930f2d0495ce32eee50074220b87300bc16e1") @@ -80,7 +80,7 @@ messages = [ content="what model are you?" ) ] -chat(messages) +chat.invoke(messages) ``` @@ -89,14 +89,14 @@ chat(messages) ```python import os -from langchain.chat_models import ChatLiteLLM -from langchain.prompts.chat import ( +from langchain_community.chat_models import ChatLiteLLM +from langchain_core.prompts import ( ChatPromptTemplate, SystemMessagePromptTemplate, AIMessagePromptTemplate, HumanMessagePromptTemplate, ) -from langchain.schema import AIMessage, HumanMessage, SystemMessage +from langchain_core.messages import AIMessage, HumanMessage, SystemMessage os.environ['COHERE_API_KEY'] = "" chat = ChatLiteLLM(model="command-nightly") @@ -105,32 +105,9 @@ messages = [ content="what model are you?" ) ] -chat(messages) +chat.invoke(messages) ``` - - - -```python -import os -from langchain.chat_models import ChatLiteLLM -from langchain.prompts.chat import ( - ChatPromptTemplate, - SystemMessagePromptTemplate, - AIMessagePromptTemplate, - HumanMessagePromptTemplate, -) -from langchain.schema import AIMessage, HumanMessage, SystemMessage - -os.environ['PALM_API_KEY'] = "" -chat = ChatLiteLLM(model="palm/chat-bison") -messages = [ - HumanMessage( - content="what model are you?" - ) -] -chat(messages) -``` From a9cae01cf5c3e5e45996f2f1af84be8771bfd58e Mon Sep 17 00:00:00 2001 From: David Manouchehri Date: Tue, 7 May 2024 11:12:09 +0000 Subject: [PATCH 058/161] Add devcontainer. --- .devcontainer/devcontainer.json | 51 +++++++++++++++++++++++++++++++++ 1 file changed, 51 insertions(+) create mode 100644 .devcontainer/devcontainer.json diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json new file mode 100644 index 000000000..0a5eb19b6 --- /dev/null +++ b/.devcontainer/devcontainer.json @@ -0,0 +1,51 @@ +{ + "name": "Python 3.11", + // Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile + "image": "mcr.microsoft.com/devcontainers/python:3.11-bookworm", + // https://github.com/devcontainers/images/tree/main/src/python + // https://mcr.microsoft.com/en-us/product/devcontainers/python/tags + + // "build": { + // "dockerfile": "Dockerfile", + // "context": ".." + // }, + + // Features to add to the dev container. More info: https://containers.dev/features. + // "features": {}, + + // Configure tool-specific properties. + "customizations": { + // Configure properties specific to VS Code. + "vscode": { + "settings": {}, + "extensions": [ + "ms-python.python", + "ms-python.vscode-pylance", + "GitHub.copilot", + "GitHub.copilot-chat" + ] + } + }, + + // Use 'forwardPorts' to make a list of ports inside the container available locally. + "forwardPorts": [4000], + + "containerEnv": { + "LITELLM_LOG": "DEBUG" + }, + + // Use 'portsAttributes' to set default properties for specific forwarded ports. + // More info: https://containers.dev/implementors/json_reference/#port-attributes + "portsAttributes": { + "4000": { + "label": "LiteLLM Server", + "onAutoForward": "notify" + } + }, + + // More info: https://aka.ms/dev-containers-non-root. + // "remoteUser": "litellm", + + // Use 'postCreateCommand' to run commands after the container is created. + "postCreateCommand": "pipx install poetry && poetry install -E extra_proxy -E proxy" +} \ No newline at end of file From 06d1aec49ef6f30601ebf6043b8af8de071d005d Mon Sep 17 00:00:00 2001 From: nkvch Date: Tue, 7 May 2024 13:42:42 +0200 Subject: [PATCH 059/161] * fix(factory.py): fix conditional statement for merging messages with previous ones --- litellm/llms/prompt_templates/factory.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index 6e8589d58..bce472ea0 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -1019,7 +1019,7 @@ def anthropic_messages_pt(messages: list): merge_with_previous = False else: new_messages.append({"role": "user", "content": user_content}) - else: + elif msg_i > 0: merge_with_previous = True assistant_content = [] @@ -1053,7 +1053,7 @@ def anthropic_messages_pt(messages: list): merge_with_previous = False else: new_messages.append({"role": "assistant", "content": assistant_content}) - else: + elif msg_i > 0: merge_with_previous = True if msg_i == init_msg_i: # prevent infinite loops From e91f0382d7a196c30da98cc59af2df0447f97afd Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 07:56:52 -0700 Subject: [PATCH 060/161] feat - update gemini-1.5-pro pricing --- litellm/model_prices_and_context_window_backup.json | 12 ++++++------ model_prices_and_context_window.json | 12 ++++++------ 2 files changed, 12 insertions(+), 12 deletions(-) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index c7d5aae2d..a6c233b99 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -1060,8 +1060,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, @@ -1072,8 +1072,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, @@ -1084,8 +1084,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index c7d5aae2d..a6c233b99 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -1060,8 +1060,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, @@ -1072,8 +1072,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, @@ -1084,8 +1084,8 @@ "max_tokens": 8192, "max_input_tokens": 1000000, "max_output_tokens": 8192, - "input_cost_per_token": 0, - "output_cost_per_token": 0, + "input_cost_per_token": 0.000000625, + "output_cost_per_token": 0.000001875, "litellm_provider": "vertex_ai-language-models", "mode": "chat", "supports_function_calling": true, From 1580f993fe26fb74b95249d05f5bd482ff6f1900 Mon Sep 17 00:00:00 2001 From: Sara Ghaemi Date: Tue, 7 May 2024 11:22:17 -0400 Subject: [PATCH 061/161] Updated JWT handler to support PEM public key --- litellm/proxy/auth/handle_jwt.py | 34 ++++++++++++++++++++++++++++++-- 1 file changed, 32 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index 1324c2c59..c12f48cc1 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -15,6 +15,9 @@ from litellm.proxy._types import LiteLLM_JWTAuth, LiteLLM_UserTable from litellm.proxy.utils import PrismaClient from litellm.llms.custom_httpx.httpx_handler import HTTPHandler from typing import Optional +from cryptography import x509 +from cryptography.hazmat.backends import default_backend +from cryptography.hazmat.primitives import serialization class JWTHandler: @@ -142,8 +145,8 @@ class JWTHandler: public_key = keys[0] elif len(keys) > 1: for key in keys: - if kid is not None and key["kid"] == kid: - public_key = key + if kid is not None and key == kid: + public_key = keys[key] if public_key is None: raise Exception( @@ -191,6 +194,33 @@ class JWTHandler: raise Exception("Token Expired") except Exception as e: raise Exception(f"Validation fails: {str(e)}") + elif public_key is not None and isinstance(public_key, str): + audience = os.getenv("JWT_AUDIENCE") + if audience is None: + raise Exception("Missing JWT Audience from environment.") + try: + cert = x509.load_pem_x509_certificate(public_key.encode(), default_backend()) + + # Extract public key + key = cert.public_key().public_bytes( + serialization.Encoding.PEM, + serialization.PublicFormat.SubjectPublicKeyInfo + ) + + # decode the token using the public key + payload = jwt.decode( + token, + key, + algorithms=["RS256"], + audience=audience, + ) + return payload + + except jwt.ExpiredSignatureError: + # the token is expired, do something to refresh it + raise Exception("Token Expired") + except Exception as e: + raise Exception(f"Validation fails: {str(e)}") raise Exception("Invalid JWT Submitted") From 66b2b5fab9b5b87af1d27ceaca76e402064280c1 Mon Sep 17 00:00:00 2001 From: Sara Ghaemi Date: Tue, 7 May 2024 11:37:04 -0400 Subject: [PATCH 062/161] made audience optional and updated docs --- docs/my-website/docs/proxy/token_auth.md | 1 + litellm/proxy/auth/handle_jwt.py | 12 ++++++++---- 2 files changed, 9 insertions(+), 4 deletions(-) diff --git a/docs/my-website/docs/proxy/token_auth.md b/docs/my-website/docs/proxy/token_auth.md index 81475951f..e4772d70a 100644 --- a/docs/my-website/docs/proxy/token_auth.md +++ b/docs/my-website/docs/proxy/token_auth.md @@ -17,6 +17,7 @@ This is a new feature, and subject to changes based on feedback. ### Step 1. Setup Proxy - `JWT_PUBLIC_KEY_URL`: This is the public keys endpoint of your OpenID provider. Typically it's `{openid-provider-base-url}/.well-known/openid-configuration/jwks`. For Keycloak it's `{keycloak_base_url}/realms/{your-realm}/protocol/openid-connect/certs`. +- `JWT_AUDIENCE`: This is the audience used for decoding the JWT. If not set, the decode step will not verify the audience. ```bash export JWT_PUBLIC_KEY_URL="" # "https://demo.duendesoftware.com/.well-known/openid-configuration/jwks" diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py index c12f48cc1..606ff6828 100644 --- a/litellm/proxy/auth/handle_jwt.py +++ b/litellm/proxy/auth/handle_jwt.py @@ -156,6 +156,11 @@ class JWTHandler: return public_key async def auth_jwt(self, token: str) -> dict: + audience = os.getenv("JWT_AUDIENCE") + decode_options = None + if audience is None: + decode_options = {"verify_aud": False} + from jwt.algorithms import RSAAlgorithm header = jwt.get_unverified_header(token) @@ -185,7 +190,8 @@ class JWTHandler: token, public_key_rsa, # type: ignore algorithms=["RS256"], - options={"verify_aud": False}, + options=decode_options, + audience=audience, ) return payload @@ -195,9 +201,6 @@ class JWTHandler: except Exception as e: raise Exception(f"Validation fails: {str(e)}") elif public_key is not None and isinstance(public_key, str): - audience = os.getenv("JWT_AUDIENCE") - if audience is None: - raise Exception("Missing JWT Audience from environment.") try: cert = x509.load_pem_x509_certificate(public_key.encode(), default_backend()) @@ -213,6 +216,7 @@ class JWTHandler: key, algorithms=["RS256"], audience=audience, + options=decode_options ) return payload From 7017899d372a2b1e67ec3bb1ef0af28bf0a81fd6 Mon Sep 17 00:00:00 2001 From: Sara Ghaemi Date: Tue, 7 May 2024 12:10:47 -0400 Subject: [PATCH 063/161] updated tests to also check for audience if found --- litellm/tests/test_jwt.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_jwt.py b/litellm/tests/test_jwt.py index 407814e84..3dacebe27 100644 --- a/litellm/tests/test_jwt.py +++ b/litellm/tests/test_jwt.py @@ -24,7 +24,6 @@ public_key = { "alg": "RS256", } - def test_load_config_with_custom_role_names(): config = { "general_settings": { @@ -136,6 +135,8 @@ async def test_valid_invalid_token(): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm-proxy-admin", } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -163,6 +164,8 @@ async def test_valid_invalid_token(): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm-NO-SCOPE", } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -266,6 +269,8 @@ async def test_team_token_output(prisma_client): "scope": "litellm_team", "client_id": team_id, } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -280,6 +285,8 @@ async def test_team_token_output(prisma_client): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_proxy_admin", } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") admin_token = jwt.encode(payload, private_key_str, algorithm="RS256") @@ -421,6 +428,8 @@ async def test_user_token_output(prisma_client): "scope": "litellm_team", "client_id": team_id, } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -435,6 +444,8 @@ async def test_user_token_output(prisma_client): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_proxy_admin", } + if os.getenv("JWT_AUDIENCE"): + payload["aud"] = os.getenv("JWT_AUDIENCE") admin_token = jwt.encode(payload, private_key_str, algorithm="RS256") From 1b811cd1529448c563ac11cb83d50eb1011816eb Mon Sep 17 00:00:00 2001 From: phact Date: Tue, 7 May 2024 13:24:28 -0400 Subject: [PATCH 064/161] unit test and list fix --- .../test_get_optional_params_functions_not_supported.py | 9 +++++++++ litellm/utils.py | 2 +- 2 files changed, 10 insertions(+), 1 deletion(-) create mode 100644 litellm/tests/test_get_optional_params_functions_not_supported.py diff --git a/litellm/tests/test_get_optional_params_functions_not_supported.py b/litellm/tests/test_get_optional_params_functions_not_supported.py new file mode 100644 index 000000000..2abfbc41f --- /dev/null +++ b/litellm/tests/test_get_optional_params_functions_not_supported.py @@ -0,0 +1,9 @@ +import litellm +from litellm import get_optional_params + +litellm.add_function_to_prompt = True +optional_params = get_optional_params( + tools= [{'type': 'function', 'function': {'description': 'Get the current weather in a given location', 'name': 'get_current_weather', 'parameters': {'type': 'object', 'properties': {'location': {'type': 'string', 'description': 'The city and state, e.g. San Francisco, CA'}, 'unit': {'type': 'string', 'enum': ['celsius', 'fahrenheit']}}, 'required': ['location']}}}], + tool_choice= 'auto', +) +assert optional_params is not None \ No newline at end of file diff --git a/litellm/utils.py b/litellm/utils.py index 75d6f8b7f..c0241f1c3 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5769,7 +5769,7 @@ def get_optional_params( optional_params["extra_body"] = extra_body else: # if user passed in non-default kwargs for specific providers/models, pass them along - for k in passed_params.keys(): + for k in list(passed_params.keys()): if k not in default_params.keys(): optional_params[k] = passed_params[k] print_verbose(f"Final returned optional params: {optional_params}") From 86e0dd68c3c6f74f7955ba09dfde99691c3daab6 Mon Sep 17 00:00:00 2001 From: Sara Ghaemi Date: Tue, 7 May 2024 13:28:57 -0400 Subject: [PATCH 065/161] updated tests --- litellm/tests/test_jwt.py | 41 +++++++++++++++++++++++---------------- 1 file changed, 24 insertions(+), 17 deletions(-) diff --git a/litellm/tests/test_jwt.py b/litellm/tests/test_jwt.py index 3dacebe27..b3af9913f 100644 --- a/litellm/tests/test_jwt.py +++ b/litellm/tests/test_jwt.py @@ -77,9 +77,9 @@ async def test_token_single_public_key(): == "qIgOQfEVrrErJC0E7gsHXi6rs_V0nyFY5qPFui2-tv0o4CwpwDzgfBtLO7o_wLiguq0lnu54sMT2eLNoRiiPuLvv6bg7Iy1H9yc5_4Jf5oYEOrqN5o9ZBOoYp1q68Pv0oNJYyZdGu5ZJfd7V4y953vB2XfEKgXCsAkhVhlvIUMiDNKWoMDWsyb2xela5tRURZ2mJAXcHfSC_sYdZxIA2YYrIHfoevq_vTlaz0qVSe_uOKjEpgOAS08UUrgda4CQL11nzICiIQzc6qmjIQt2cjzB2D_9zb4BYndzEtfl0kwAT0z_I85S3mkwTqHU-1BvKe_4MG4VG3dAAeffLPXJyXQ" ) - +@pytest.mark.parametrize('audience', [None, "litellm-proxy"]) @pytest.mark.asyncio -async def test_valid_invalid_token(): +async def test_valid_invalid_token(audience): """ Tests - valid token @@ -90,6 +90,10 @@ async def test_valid_invalid_token(): from cryptography.hazmat.primitives.asymmetric import rsa from cryptography.hazmat.backends import default_backend + os.environ.pop('JWT_AUDIENCE', None) + if audience: + os.environ["JWT_AUDIENCE"] = audience + # Generate a private / public key pair using RSA algorithm key = rsa.generate_private_key( public_exponent=65537, key_size=2048, backend=default_backend() @@ -134,9 +138,8 @@ async def test_valid_invalid_token(): "sub": "user123", "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm-proxy-admin", + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -163,9 +166,8 @@ async def test_valid_invalid_token(): "sub": "user123", "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm-NO-SCOPE", + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -181,7 +183,6 @@ async def test_valid_invalid_token(): except Exception as e: pytest.fail(f"An exception occurred - {str(e)}") - @pytest.fixture def prisma_client(): import litellm @@ -204,8 +205,9 @@ def prisma_client(): return prisma_client +@pytest.mark.parametrize('audience', [None, "litellm-proxy"]) @pytest.mark.asyncio -async def test_team_token_output(prisma_client): +async def test_team_token_output(prisma_client, audience): import jwt, json from cryptography.hazmat.primitives import serialization from cryptography.hazmat.primitives.asymmetric import rsa @@ -220,6 +222,10 @@ async def test_team_token_output(prisma_client): setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) await litellm.proxy.proxy_server.prisma_client.connect() + os.environ.pop('JWT_AUDIENCE', None) + if audience: + os.environ["JWT_AUDIENCE"] = audience + # Generate a private / public key pair using RSA algorithm key = rsa.generate_private_key( public_exponent=65537, key_size=2048, backend=default_backend() @@ -268,9 +274,8 @@ async def test_team_token_output(prisma_client): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_team", "client_id": team_id, + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -284,9 +289,8 @@ async def test_team_token_output(prisma_client): "sub": "user123", "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_proxy_admin", + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") admin_token = jwt.encode(payload, private_key_str, algorithm="RS256") @@ -354,8 +358,9 @@ async def test_team_token_output(prisma_client): assert team_result.team_models == ["gpt-3.5-turbo", "gpt-4"] +@pytest.mark.parametrize('audience', [None, "litellm-proxy"]) @pytest.mark.asyncio -async def test_user_token_output(prisma_client): +async def test_user_token_output(prisma_client, audience): """ - If user required, check if it exists - fail initial request (when user doesn't exist) @@ -376,6 +381,10 @@ async def test_user_token_output(prisma_client): setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) await litellm.proxy.proxy_server.prisma_client.connect() + os.environ.pop('JWT_AUDIENCE', None) + if audience: + os.environ["JWT_AUDIENCE"] = audience + # Generate a private / public key pair using RSA algorithm key = rsa.generate_private_key( public_exponent=65537, key_size=2048, backend=default_backend() @@ -427,9 +436,8 @@ async def test_user_token_output(prisma_client): "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_team", "client_id": team_id, + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") # Generate the JWT token # But before, you should convert bytes to string @@ -443,9 +451,8 @@ async def test_user_token_output(prisma_client): "sub": user_id, "exp": expiration_time, # set the token to expire in 10 minutes "scope": "litellm_proxy_admin", + "aud": audience } - if os.getenv("JWT_AUDIENCE"): - payload["aud"] = os.getenv("JWT_AUDIENCE") admin_token = jwt.encode(payload, private_key_str, algorithm="RS256") From 7c5c9a8152762d12fd515c163d42f9a30e79581d Mon Sep 17 00:00:00 2001 From: phact Date: Tue, 7 May 2024 13:41:05 -0400 Subject: [PATCH 066/161] looks like cohere does support function calling --- litellm/utils.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/utils.py b/litellm/utils.py index c0241f1c3..75476edc7 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4932,6 +4932,7 @@ def get_optional_params( and custom_llm_provider != "mistral" and custom_llm_provider != "anthropic" and custom_llm_provider != "cohere_chat" + and custom_llm_provider != "cohere" and custom_llm_provider != "bedrock" and custom_llm_provider != "ollama_chat" ): From 90eb0ea022792a95a1d613a8cbc0681c3aa01ce8 Mon Sep 17 00:00:00 2001 From: Paul Gauthier Date: Tue, 7 May 2024 11:44:03 -0700 Subject: [PATCH 067/161] Added support for the deepseek api --- README.md | 1 + docs/my-website/docs/providers/deepseek.md | 54 ++++++++++++++++++++++ docs/my-website/sidebars.js | 1 + litellm/__init__.py | 3 ++ litellm/main.py | 6 ++- litellm/utils.py | 51 +++++++++++++++++++- 6 files changed, 114 insertions(+), 2 deletions(-) create mode 100644 docs/my-website/docs/providers/deepseek.md diff --git a/README.md b/README.md index 9344c0f22..684d5de73 100644 --- a/README.md +++ b/README.md @@ -226,6 +226,7 @@ curl 'http://0.0.0.0:4000/key/generate' \ | [deepinfra](https://docs.litellm.ai/docs/providers/deepinfra) | ✅ | ✅ | ✅ | ✅ | | [perplexity-ai](https://docs.litellm.ai/docs/providers/perplexity) | ✅ | ✅ | ✅ | ✅ | | [Groq AI](https://docs.litellm.ai/docs/providers/groq) | ✅ | ✅ | ✅ | ✅ | +| [Deepseek](https://docs.litellm.ai/docs/providers/deepseek) | ✅ | ✅ | ✅ | ✅ | | [anyscale](https://docs.litellm.ai/docs/providers/anyscale) | ✅ | ✅ | ✅ | ✅ | | [IBM - watsonx.ai](https://docs.litellm.ai/docs/providers/watsonx) | ✅ | ✅ | ✅ | ✅ | ✅ | [voyage ai](https://docs.litellm.ai/docs/providers/voyage) | | | | | ✅ | diff --git a/docs/my-website/docs/providers/deepseek.md b/docs/my-website/docs/providers/deepseek.md new file mode 100644 index 000000000..678561eca --- /dev/null +++ b/docs/my-website/docs/providers/deepseek.md @@ -0,0 +1,54 @@ +# Deepseek +https://deepseek.com/ + +**We support ALL Deepseek models, just set `deepseek/` as a prefix when sending completion requests** + +## API Key +```python +# env variable +os.environ['DEEPSEEK_API_KEY'] +``` + +## Sample Usage +```python +from litellm import completion +import os + +os.environ['DEEPSEEK_API_KEY'] = "" +response = completion( + model="deepseek/deepseek-chat", + messages=[ + {"role": "user", "content": "hello from litellm"} + ], +) +print(response) +``` + +## Sample Usage - Streaming +```python +from litellm import completion +import os + +os.environ['DEEPSEEK_API_KEY'] = "" +response = completion( + model="deepseek/deepseek-chat", + messages=[ + {"role": "user", "content": "hello from litellm"} + ], + stream=True +) + +for chunk in response: + print(chunk) +``` + + +## Supported Models - ALL Deepseek Models Supported! +We support ALL Deepseek models, just set `deepseek/` as a prefix when sending completion requests + +| Model Name | Function Call | +|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------| +| deepseek-chat | `completion(model="deepseek/deepseek-chat", messages)` | +| deepseek-coder | `completion(model="deepseek/deepseek-chat", messages)` | + + diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index f5777d6e7..d00d853a0 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -134,6 +134,7 @@ const sidebars = { "providers/ollama", "providers/perplexity", "providers/groq", + "providers/deepseek", "providers/fireworks_ai", "providers/vllm", "providers/xinference", diff --git a/litellm/__init__.py b/litellm/__init__.py index 5e745668b..4f72504f6 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -361,6 +361,7 @@ openai_compatible_endpoints: List = [ "api.deepinfra.com/v1/openai", "api.mistral.ai/v1", "api.groq.com/openai/v1", + "api.deepseek.com/v1", "api.together.xyz/v1", ] @@ -369,6 +370,7 @@ openai_compatible_providers: List = [ "anyscale", "mistral", "groq", + "deepseek", "deepinfra", "perplexity", "xinference", @@ -523,6 +525,7 @@ provider_list: List = [ "anyscale", "mistral", "groq", + "deepseek", "maritalk", "voyage", "cloudflare", diff --git a/litellm/main.py b/litellm/main.py index de35dbfd0..acd7f9b90 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -305,6 +305,7 @@ async def acompletion( or custom_llm_provider == "deepinfra" or custom_llm_provider == "perplexity" or custom_llm_provider == "groq" + or custom_llm_provider == "deepseek" or custom_llm_provider == "text-completion-openai" or custom_llm_provider == "huggingface" or custom_llm_provider == "ollama" @@ -982,6 +983,7 @@ def completion( or custom_llm_provider == "deepinfra" or custom_llm_provider == "perplexity" or custom_llm_provider == "groq" + or custom_llm_provider == "deepseek" or custom_llm_provider == "anyscale" or custom_llm_provider == "mistral" or custom_llm_provider == "openai" @@ -2168,7 +2170,7 @@ def completion( """ assume input to custom LLM api bases follow this format: resp = requests.post( - api_base, + api_base, json={ 'model': 'meta-llama/Llama-2-13b-hf', # model name 'params': { @@ -2565,6 +2567,7 @@ async def aembedding(*args, **kwargs): or custom_llm_provider == "deepinfra" or custom_llm_provider == "perplexity" or custom_llm_provider == "groq" + or custom_llm_provider == "deepseek" or custom_llm_provider == "fireworks_ai" or custom_llm_provider == "ollama" or custom_llm_provider == "vertex_ai" @@ -3085,6 +3088,7 @@ async def atext_completion(*args, **kwargs): or custom_llm_provider == "deepinfra" or custom_llm_provider == "perplexity" or custom_llm_provider == "groq" + or custom_llm_provider == "deepseek" or custom_llm_provider == "fireworks_ai" or custom_llm_provider == "text-completion-openai" or custom_llm_provider == "huggingface" diff --git a/litellm/utils.py b/litellm/utils.py index a938a0ba8..0b4aa0e87 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4929,6 +4929,7 @@ def get_optional_params( and custom_llm_provider != "anyscale" and custom_llm_provider != "together_ai" and custom_llm_provider != "groq" + and custom_llm_provider != "deepseek" and custom_llm_provider != "mistral" and custom_llm_provider != "anthropic" and custom_llm_provider != "cohere_chat" @@ -5614,6 +5615,29 @@ def get_optional_params( if seed is not None: optional_params["seed"] = seed + elif custom_llm_provider == "deepseek": + supported_params = get_supported_openai_params( + model=model, custom_llm_provider=custom_llm_provider + ) + _check_valid_arg(supported_params=supported_params) + + if frequency_penalty is not None: + optional_params["frequency_penalty"] = frequency_penalty + if max_tokens is not None: + optional_params["max_tokens"] = max_tokens + if presence_penalty is not None: + optional_params["presence_penalty"] = presence_penalty + if stop is not None: + optional_params["stop"] = stop + if stream is not None: + optional_params["stream"] = stream + if temperature is not None: + optional_params["temperature"] = temperature + if logprobs is not None: + optional_params["logprobs"] = logprobs + if top_logprobs is not None: + optional_params["top_logprobs"] = top_logprobs + elif custom_llm_provider == "openrouter": supported_params = get_supported_openai_params( model=model, custom_llm_provider=custom_llm_provider @@ -5946,6 +5970,19 @@ def get_supported_openai_params(model: str, custom_llm_provider: str): "response_format", "seed", ] + elif custom_llm_provider == "deepseek": + return [ + # https://platform.deepseek.com/api-docs/api/create-chat-completion + "frequency_penalty", + "max_tokens", + "presence_penalty", + "stop", + "stream", + "temperature", + "top_p", + "logprobs", + "top_logprobs", + ] elif custom_llm_provider == "cohere": return [ "stream", @@ -6239,8 +6276,12 @@ def get_llm_provider( # groq is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.groq.com/openai/v1 api_base = "https://api.groq.com/openai/v1" dynamic_api_key = get_secret("GROQ_API_KEY") + elif custom_llm_provider == "deepseek": + # deepseek is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.deepseek.com/v1 + api_base = "https://api.deepseek.com/v1" + dynamic_api_key = get_secret("DEEPSEEK_API_KEY") elif custom_llm_provider == "fireworks_ai": - # fireworks is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.groq.com/openai/v1 + # fireworks is openai compatible, we just need to set this to custom_openai and have the api_base be https://api.fireworks.ai/inference/v1 if not model.startswith("accounts/fireworks/models"): model = f"accounts/fireworks/models/{model}" api_base = "https://api.fireworks.ai/inference/v1" @@ -6303,6 +6344,9 @@ def get_llm_provider( elif endpoint == "api.groq.com/openai/v1": custom_llm_provider = "groq" dynamic_api_key = get_secret("GROQ_API_KEY") + elif endpoint == "api.deepseek.com/v1": + custom_llm_provider = "deepseek" + dynamic_api_key = get_secret("DEEPSEEK_API_KEY") return model, custom_llm_provider, dynamic_api_key, api_base # check if model in known model provider list -> for huggingface models, raise exception as they don't have a fixed provider (can be togetherai, anyscale, baseten, runpod, et.) @@ -6901,6 +6945,11 @@ def validate_environment(model: Optional[str] = None) -> dict: keys_in_environment = True else: missing_keys.append("GROQ_API_KEY") + elif custom_llm_provider == "deepseek": + if "DEEPSEEK_API_KEY" in os.environ: + keys_in_environment = True + else: + missing_keys.append("DEEPSEEK_API_KEY") elif custom_llm_provider == "mistral": if "MISTRAL_API_KEY" in os.environ: keys_in_environment = True From 9162f9c2c5410235de79b1a47cd94ce9e50fb122 Mon Sep 17 00:00:00 2001 From: Paul Gauthier Date: Tue, 7 May 2024 11:44:55 -0700 Subject: [PATCH 068/161] Added costs & context json --- model_prices_and_context_window.json | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index a6c233b99..10c70a858 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -739,6 +739,24 @@ "litellm_provider": "mistral", "mode": "embedding" }, + "deepseek-chat": { + "max_tokens": 4096, + "max_input_tokens": 32000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00000014, + "output_cost_per_token": 0.00000028, + "litellm_provider": "deepseek", + "mode": "chat" + }, + "deepseek-coder": { + "max_tokens": 4096, + "max_input_tokens": 16000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00000014, + "output_cost_per_token": 0.00000028, + "litellm_provider": "deepseek", + "mode": "chat" + }, "groq/llama2-70b-4096": { "max_tokens": 4096, "max_input_tokens": 4096, From 724660606a20a80925d7150e3a32f7d067b2a1b0 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 11:44:55 -0700 Subject: [PATCH 069/161] fix(slack_alerting.py): fix storing + reading datetime object from cache this converts the dt object to isoformat before storing, and loads it back to dt when comparing --- litellm/integrations/slack_alerting.py | 66 +++++++++++++++++--------- litellm/tests/test_alerting.py | 44 ++++++++++++++++- 2 files changed, 85 insertions(+), 25 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index a27e16b3c..5546f7c33 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -797,6 +797,48 @@ Model Info: ) ) + async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool: + """ + Returns: + - True -> report sent + - False -> report not sent + """ + report_sent_bool = False + + report_sent = await self.internal_usage_cache.async_get_cache( + key=SlackAlertingCacheKeys.report_sent_key.value + ) # None | datetime + + current_time = litellm.utils.get_utc_datetime() + + if report_sent is None: + _current_time = current_time.isoformat() + await self.internal_usage_cache.async_set_cache( + key=SlackAlertingCacheKeys.report_sent_key.value, + value=_current_time, + ) + else: + # check if current time - interval >= time last sent + delta = current_time - timedelta( + seconds=self.alerting_args.daily_report_frequency + ) + + if isinstance(report_sent, str): + report_sent = dt.fromisoformat(report_sent) + + if delta >= report_sent: + # Sneak in the reporting logic here + await self.send_daily_reports(router=llm_router) + # Also, don't forget to update the report_sent time after sending the report! + _current_time = current_time.isoformat() + await self.internal_usage_cache.async_set_cache( + key=SlackAlertingCacheKeys.report_sent_key.value, + value=_current_time, + ) + report_sent_bool = True + + return report_sent_bool + async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]): """ If 'daily_reports' enabled @@ -810,29 +852,7 @@ Model Info: if "daily_reports" in self.alert_types: while True: - report_sent = await self.internal_usage_cache.async_get_cache( - key=SlackAlertingCacheKeys.report_sent_key.value - ) # None | datetime - - if report_sent is None: - await self.internal_usage_cache.async_set_cache( - key=SlackAlertingCacheKeys.report_sent_key.value, - value=litellm.utils.get_utc_datetime(), - ) - else: - # check if current time - interval >= time last sent - current_time = litellm.utils.get_utc_datetime() - delta = current_time - timedelta( - seconds=self.alerting_args.daily_report_frequency - ) - if delta >= report_sent: - # Sneak in the reporting logic here - await self.send_daily_reports(router=llm_router) - # Also, don't forget to update the report_sent time after sending the report! - await self.internal_usage_cache.async_set_cache( - key=SlackAlertingCacheKeys.report_sent_key.value, - value=litellm.utils.get_utc_datetime(), - ) + await self._run_scheduler_helper(llm_router=llm_router) interval = random.randint( self.alerting_args.report_check_interval - 3, self.alerting_args.report_check_interval + 3, diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py index ba1022472..3734c29d2 100644 --- a/litellm/tests/test_alerting.py +++ b/litellm/tests/test_alerting.py @@ -1,7 +1,7 @@ # What is this? ## Tests slack alerting on proxy logging object -import sys +import sys, json import os import io, asyncio from datetime import datetime, timedelta @@ -10,7 +10,7 @@ from datetime import datetime, timedelta # logging.basicConfig(level=logging.DEBUG) sys.path.insert(0, os.path.abspath("../..")) from litellm.proxy.utils import ProxyLogging -from litellm.caching import DualCache +from litellm.caching import DualCache, RedisCache import litellm import pytest import asyncio @@ -273,3 +273,43 @@ async def test_daily_reports_completion(slack_alerting): assert response_val == True mock_send_alert.assert_awaited() + + +@pytest.mark.asyncio +async def test_daily_reports_redis_cache_scheduler(): + redis_cache = RedisCache() + slack_alerting = SlackAlerting( + internal_usage_cache=DualCache(redis_cache=redis_cache) + ) + router = litellm.Router( + model_list=[ + { + "model_name": "gpt-5", + "litellm_params": { + "model": "gpt-3.5-turbo", + }, + } + ] + ) + + with patch.object( + slack_alerting, "send_alert", new=AsyncMock() + ) as mock_send_alert, patch.object( + redis_cache, "async_set_cache", new=AsyncMock() + ) as mock_redis_set_cache: + # initial call - expect empty + await slack_alerting._run_scheduler_helper(llm_router=router) + + try: + json.dumps(mock_redis_set_cache.call_args[0][1]) + except Exception as e: + pytest.fail( + "Cache value can't be json dumped - {}".format( + mock_redis_set_cache.call_args[0][1] + ) + ) + + mock_redis_set_cache.assert_awaited_once() + + # second call - expect empty + await slack_alerting._run_scheduler_helper(llm_router=router) From 82a4c68e6075c41b9c673c1e7d68b9af16c845cb Mon Sep 17 00:00:00 2001 From: Paul Gauthier Date: Tue, 7 May 2024 11:58:05 -0700 Subject: [PATCH 070/161] Added deepseek completion test --- litellm/tests/test_completion.py | 32 +++++++++++++++++++++++--------- 1 file changed, 23 insertions(+), 9 deletions(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 3d0907814..471ebfee6 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1061,16 +1061,16 @@ def test_completion_perplexity_api_2(): ######### HUGGING FACE TESTS ######################## ##################################################### """ -HF Tests we should pass -- TGI: - - Pro Inference API - - Deployed Endpoint -- Coversational - - Free Inference API - - Deployed Endpoint +HF Tests we should pass +- TGI: + - Pro Inference API + - Deployed Endpoint +- Coversational + - Free Inference API + - Deployed Endpoint - Neither TGI or Coversational - - Free Inference API - - Deployed Endpoint + - Free Inference API + - Deployed Endpoint """ @@ -3016,6 +3016,20 @@ async def test_acompletion_gemini(): else: pytest.fail(f"Error occurred: {e}") +# Deepseek tests +def test_completion_deepseek(): + litellm.set_verbose = True + model_name = "deepseek/deepseek-chat" + messages = [{"role": "user", "content": "Hey, how's it going?"}] + try: + response = completion(model=model_name, messages=messages) + # Add any assertions here to check the response + print(response) + except litellm.APIError as e: + pass + except Exception as e: + pytest.fail(f"Error occurred: {e}") + # Palm tests def test_completion_palm(): From 4c64e3da1062c5c8438cbda5433b6253ae3314dc Mon Sep 17 00:00:00 2001 From: phact Date: Tue, 7 May 2024 14:58:35 -0400 Subject: [PATCH 071/161] locals().copy() --- litellm/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 75476edc7..db48d3617 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4836,7 +4836,7 @@ def get_optional_params( **kwargs, ): # retrieve all parameters passed to the function - passed_params = locals() + passed_params = locals().copy() special_params = passed_params.pop("kwargs") for k, v in special_params.items(): if k.startswith("aws_") and ( @@ -5770,7 +5770,7 @@ def get_optional_params( optional_params["extra_body"] = extra_body else: # if user passed in non-default kwargs for specific providers/models, pass them along - for k in list(passed_params.keys()): + for k in passed_params.keys(): if k not in default_params.keys(): optional_params[k] = passed_params[k] print_verbose(f"Final returned optional params: {optional_params}") From 31ac43bfdc25029145f8912d0fb3ff9acaaf06de Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:12:09 -0700 Subject: [PATCH 072/161] feat - add lowst cost router --- litellm/router_strategy/lowest_cost.py | 318 +++++++++++++++++++++++++ 1 file changed, 318 insertions(+) create mode 100644 litellm/router_strategy/lowest_cost.py diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py new file mode 100644 index 000000000..25783fad7 --- /dev/null +++ b/litellm/router_strategy/lowest_cost.py @@ -0,0 +1,318 @@ +#### What this does #### +# picks based on response time (for streaming, this is time to first token) +from pydantic import BaseModel, Extra, Field, root_validator +import dotenv, os, requests, random +from typing import Optional, Union, List, Dict +from datetime import datetime, timedelta +import random + +dotenv.load_dotenv() # Loading env variables using dotenv +import traceback +from litellm.caching import DualCache +from litellm.integrations.custom_logger import CustomLogger +from litellm import ModelResponse +from litellm import token_counter +import litellm + + +class LiteLLMBase(BaseModel): + """ + Implements default functions, all pydantic objects should have. + """ + + def json(self, **kwargs): + try: + return self.model_dump() # noqa + except: + # if using pydantic v1 + return self.dict() + + +class LowestCostLoggingHandler(CustomLogger): + test_flag: bool = False + logged_success: int = 0 + logged_failure: int = 0 + + def __init__( + self, router_cache: DualCache, model_list: list, routing_args: dict = {} + ): + self.router_cache = router_cache + self.model_list = model_list + + def log_success_event(self, kwargs, response_obj, start_time, end_time): + try: + """ + Update usage on success + """ + if kwargs["litellm_params"].get("metadata") is None: + pass + else: + model_group = kwargs["litellm_params"]["metadata"].get( + "model_group", None + ) + + id = kwargs["litellm_params"].get("model_info", {}).get("id", None) + if model_group is None or id is None: + return + elif isinstance(id, int): + id = str(id) + + # ------------ + # Setup values + # ------------ + """ + { + {model_group}_map: { + id: { + f"{date:hour:minute}" : {"tpm": 34, "rpm": 3} + } + } + } + """ + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + cost_key = f"{model_group}_map" + + response_ms: timedelta = end_time - start_time + + final_value = response_ms + total_tokens = 0 + + if isinstance(response_obj, ModelResponse): + completion_tokens = response_obj.usage.completion_tokens + total_tokens = response_obj.usage.total_tokens + final_value = float(response_ms.total_seconds() / completion_tokens) + + # ------------ + # Update usage + # ------------ + + request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + + if id not in request_count_dict: + request_count_dict[id] = {} + + if precise_minute not in request_count_dict[id]: + request_count_dict[id][precise_minute] = {} + + if precise_minute not in request_count_dict[id]: + request_count_dict[id][precise_minute] = {} + + ## TPM + request_count_dict[id][precise_minute]["tpm"] = ( + request_count_dict[id][precise_minute].get("tpm", 0) + total_tokens + ) + + ## RPM + request_count_dict[id][precise_minute]["rpm"] = ( + request_count_dict[id][precise_minute].get("rpm", 0) + 1 + ) + + self.router_cache.set_cache(key=cost_key, value=request_count_dict) + + ### TESTING ### + if self.test_flag: + self.logged_success += 1 + except Exception as e: + traceback.print_exc() + pass + + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): + try: + """ + Update cost usage on success + """ + if kwargs["litellm_params"].get("metadata") is None: + pass + else: + model_group = kwargs["litellm_params"]["metadata"].get( + "model_group", None + ) + + id = kwargs["litellm_params"].get("model_info", {}).get("id", None) + if model_group is None or id is None: + return + elif isinstance(id, int): + id = str(id) + + # ------------ + # Setup values + # ------------ + """ + { + {model_group}_map: { + id: { + "cost": [..] + f"{date:hour:minute}" : {"tpm": 34, "rpm": 3} + } + } + } + """ + cost_key = f"{model_group}_map" + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + + response_ms: timedelta = end_time - start_time + + final_value = response_ms + total_tokens = 0 + + if isinstance(response_obj, ModelResponse): + completion_tokens = response_obj.usage.completion_tokens + total_tokens = response_obj.usage.total_tokens + final_value = float(response_ms.total_seconds() / completion_tokens) + + # ------------ + # Update usage + # ------------ + + request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + + if id not in request_count_dict: + request_count_dict[id] = {} + if precise_minute not in request_count_dict[id]: + request_count_dict[id][precise_minute] = {} + + ## TPM + request_count_dict[id][precise_minute]["tpm"] = ( + request_count_dict[id][precise_minute].get("tpm", 0) + total_tokens + ) + + ## RPM + request_count_dict[id][precise_minute]["rpm"] = ( + request_count_dict[id][precise_minute].get("rpm", 0) + 1 + ) + + self.router_cache.set_cache( + key=cost_key, value=request_count_dict, ttl=self.routing_args.ttl + ) # reset map within window + + ### TESTING ### + if self.test_flag: + self.logged_success += 1 + except Exception as e: + traceback.print_exc() + pass + + def get_available_deployments( + self, + model_group: str, + healthy_deployments: list, + messages: Optional[List[Dict[str, str]]] = None, + input: Optional[Union[str, List]] = None, + request_kwargs: Optional[Dict] = None, + ): + """ + Returns a deployment with the lowest cost + """ + cost_key = f"{model_group}_map" + + request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + + # ----------------------- + # Find lowest used model + # ---------------------- + lowest_cost = float("inf") + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + + deployment = None + + if request_count_dict is None: # base case + return + + all_deployments = request_count_dict + for d in healthy_deployments: + ## if healthy deployment not yet used + if d["model_info"]["id"] not in all_deployments: + all_deployments[d["model_info"]["id"]] = { + precise_minute: {"tpm": 0, "rpm": 0}, + } + + try: + input_tokens = token_counter(messages=messages, text=input) + except: + input_tokens = 0 + + # randomly sample from all_deployments, incase all deployments have latency=0.0 + _items = all_deployments.items() + + ### GET AVAILABLE DEPLOYMENTS ### filter out any deployments > tpm/rpm limits + potential_deployments = [] + _cost_per_deployment = {} + for item, item_map in all_deployments.items(): + ## get the item from model list + _deployment = None + for m in healthy_deployments: + if item == m["model_info"]["id"]: + _deployment = m + + if _deployment is None: + continue # skip to next one + + _deployment_tpm = ( + _deployment.get("tpm", None) + or _deployment.get("litellm_params", {}).get("tpm", None) + or _deployment.get("model_info", {}).get("tpm", None) + or float("inf") + ) + + _deployment_rpm = ( + _deployment.get("rpm", None) + or _deployment.get("litellm_params", {}).get("rpm", None) + or _deployment.get("model_info", {}).get("rpm", None) + or float("inf") + ) + item_litellm_model_name = _deployment.get("litellm_params", {}).get("model") + item_litellm_model_cost_map = litellm.model_cost.get( + item_litellm_model_name, {} + ) + item_input_cost = item_litellm_model_cost_map.get( + "input_cost_per_token", 0.0 + ) + item_output_cost = item_litellm_model_cost_map.get( + "output_cost_per_token", 0.0 + ) + + item_cost = item_input_cost + item_output_cost + + item_rpm = item_map.get(precise_minute, {}).get("rpm", 0) + item_tpm = item_map.get(precise_minute, {}).get("tpm", 0) + + # -------------- # + # Debugging Logic + # -------------- # + # We use _cost_per_deployment to log to langfuse, slack - this is not used to make a decision on routing + # this helps a user to debug why the router picked a specfic deployment # + _deployment_api_base = _deployment.get("litellm_params", {}).get( + "api_base", "" + ) + if _deployment_api_base is not None: + _cost_per_deployment[_deployment_api_base] = item_cost + # -------------- # + # End of Debugging Logic + # -------------- # + + if ( + item_tpm + input_tokens > _deployment_tpm + or item_rpm + 1 > _deployment_rpm + ): # if user passed in tpm / rpm in the model_list + continue + else: + potential_deployments.append((_deployment, item_cost)) + + if len(potential_deployments) == 0: + return None + + potential_deployments = sorted(potential_deployments, key=lambda x: x[1]) + + selected_deployment = potential_deployments[0][0] + return selected_deployment From 1ba4440096256ed3a1fc7c720243f979abe929b1 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:12:39 -0700 Subject: [PATCH 073/161] feat add lowest cost router --- litellm/router.py | 20 +++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/litellm/router.py b/litellm/router.py index 4353da804..25ebf818e 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -21,6 +21,7 @@ from collections import defaultdict from litellm.router_strategy.least_busy import LeastBusyLoggingHandler from litellm.router_strategy.lowest_tpm_rpm import LowestTPMLoggingHandler from litellm.router_strategy.lowest_latency import LowestLatencyLoggingHandler +from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler from litellm.router_strategy.lowest_tpm_rpm_v2 import LowestTPMLoggingHandler_v2 from litellm.llms.custom_httpx.azure_dall_e_2 import ( CustomHTTPTransport, @@ -127,7 +128,7 @@ class Router: retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0. allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None. cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1. - routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing"]): Routing strategy. Defaults to "simple-shuffle". + routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing", "cost-based-routing"]): Routing strategy. Defaults to "simple-shuffle". routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}. Returns: @@ -347,6 +348,14 @@ class Router: ) if isinstance(litellm.callbacks, list): litellm.callbacks.append(self.lowestlatency_logger) # type: ignore + elif routing_strategy == "cost-based-routing": + self.lowestcost_logger = LowestCostLoggingHandler( + router_cache=self.cache, + model_list=self.model_list, + routing_args={}, + ) + if isinstance(litellm.callbacks, list): + litellm.callbacks.append(self.lowestcost_logger) # type: ignore def print_deployment(self, deployment: dict): """ @@ -3174,6 +3183,15 @@ class Router: messages=messages, input=input, ) + elif ( + self.routing_strategy == "cost-based-routing" + and self.lowestcost_logger is not None + ): + deployment = self.lowestcost_logger.get_available_deployments( + model_group=model, + healthy_deployments=healthy_deployments, + request_kwargs=request_kwargs, + ) if deployment is None: verbose_router_logger.info( f"get_available_deployment for model: {model}, No deployment available" From e5e477d7f54cd513d446cb2368588632bc79d2c9 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:19:44 -0700 Subject: [PATCH 074/161] test - lowest cost routing --- litellm/tests/test_lowest_cost_routing.py | 70 +++++++++++++++++++++++ 1 file changed, 70 insertions(+) create mode 100644 litellm/tests/test_lowest_cost_routing.py diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py new file mode 100644 index 000000000..1fa6c3e63 --- /dev/null +++ b/litellm/tests/test_lowest_cost_routing.py @@ -0,0 +1,70 @@ +#### What this tests #### +# This tests the router's ability to pick deployment with lowest latency + +import sys, os, asyncio, time, random +from datetime import datetime +import traceback +from dotenv import load_dotenv + +load_dotenv() +import os, copy + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the system path +import pytest +from litellm import Router +from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler +from litellm.caching import DualCache + +### UNIT TESTS FOR LATENCY ROUTING ### + + +def test_get_available_deployments(): + test_cache = DualCache() + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "gpt-4"}, + "model_info": {"id": "openai-gpt-4"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "groq/llama3-8b-8192"}, + "model_info": {"id": "groq-llama"}, + }, + ] + lowest_cost_logger = LowestCostLoggingHandler( + router_cache=test_cache, model_list=model_list + ) + model_group = "gpt-3.5-turbo" + + ## CHECK WHAT'S SELECTED ## + selected_model = lowest_cost_logger.get_available_deployments( + model_group=model_group, healthy_deployments=model_list + ) + print("selected model: ", selected_model) + + assert selected_model["model_info"]["id"] == "groq-llama" + + +async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration): + kwargs = { + "litellm_params": { + "metadata": { + "model_group": "gpt-3.5-turbo", + "deployment": "azure/chatgpt-v-2", + }, + "model_info": {"id": deployment_id}, + } + } + start_time = time.time() + response_obj = {"usage": {"total_tokens": tokens_used}} + time.sleep(duration) + end_time = time.time() + lowest_latency_logger.log_success_event( + response_obj=response_obj, + kwargs=kwargs, + start_time=start_time, + end_time=end_time, + ) From 4c909194c72ddcb0aa27a1da6fe53bf353ccfe65 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:43:44 -0700 Subject: [PATCH 075/161] docs - lowest - latency routing --- docs/my-website/docs/routing.md | 47 ++++++++++++++++++++++++++++++++- 1 file changed, 46 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 4fa166548..020a3e185 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -96,7 +96,7 @@ print(response) - `router.aimage_generation()` - async image generation calls ## Advanced - Routing Strategies -#### Routing Strategies - Weighted Pick, Rate Limit Aware, Least Busy, Latency Based +#### Routing Strategies - Weighted Pick, Rate Limit Aware, Least Busy, Latency Based, Cost Based Router provides 4 strategies for routing your calls across multiple deployments: @@ -467,6 +467,50 @@ async def router_acompletion(): asyncio.run(router_acompletion()) ``` + + + +Picks a deployment based on the lowest cost. Cost is looked up in the LiteLLM Model cost map based on the provided `litellm_params["model"]` + +How this works: +- Get all healthy deployments +- Select all deployments that are under their provided `rpm/tpm` limits +- For each deployment check if `litellm_param["model"]` exists in [`litellm_model_cost_map`](https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json) + - if deployment does not exist in `litellm_model_cost_map` -> use deployment_cost= `$1` +- Select deployment with lowest cost + +```python +from litellm import Router +import asyncio + +model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "gpt-4"}, + "model_info": {"id": "openai-gpt-4"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "groq/llama3-8b-8192"}, + "model_info": {"id": "groq-llama"}, + }, +] + +# init router +router = Router(model_list=model_list, routing_strategy="cost-based-routing") +async def router_acompletion(): + response = await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}] + ) + print(response) + + print(response._hidden_params["model_id"]) # expect groq-llama, since groq/llama has lowest cost + return response + +asyncio.run(router_acompletion()) + +``` @@ -1159,6 +1203,7 @@ def __init__( "least-busy", "usage-based-routing", "latency-based-routing", + "cost-based-routing", ] = "simple-shuffle", ## DEBUGGING ## From 41ffaee821fc3f70a8b14fdc713fe8a9a2604be4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:48:20 -0700 Subject: [PATCH 076/161] test - basic lowest cost routing --- litellm/tests/test_lowest_cost_routing.py | 28 +++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py index 1fa6c3e63..a79f8873f 100644 --- a/litellm/tests/test_lowest_cost_routing.py +++ b/litellm/tests/test_lowest_cost_routing.py @@ -68,3 +68,31 @@ async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration): start_time=start_time, end_time=end_time, ) + + +@pytest.mark.asyncio +async def test_lowest_cost_routing(): + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "gpt-4"}, + "model_info": {"id": "openai-gpt-4"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "groq/llama3-8b-8192"}, + "model_info": {"id": "groq-llama"}, + }, + ] + + # init router + router = Router(model_list=model_list, routing_strategy="cost-based-routing") + response = await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + print(response) + print( + response._hidden_params["model_id"] + ) # expect groq-llama, since groq/llama has lowest cost + assert "groq-llama" == response._hidden_params["model_id"] From 6cb059cce8d9a3f09150cbb592ea604abedd5015 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:48:53 -0700 Subject: [PATCH 077/161] fix - use cost-based-routing --- litellm/router.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/router.py b/litellm/router.py index 25ebf818e..99e2435ac 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -99,6 +99,7 @@ class Router: "least-busy", "usage-based-routing", "latency-based-routing", + "cost-based-routing", ] = "simple-shuffle", routing_strategy_args: dict = {}, # just for latency-based routing semaphore: Optional[asyncio.Semaphore] = None, From 245960708dc3ad6daefd2a99ab98fa97d6bef23a Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:49:20 -0700 Subject: [PATCH 078/161] fix - lowest cost routing --- litellm/router_strategy/lowest_cost.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index 25783fad7..bdf4643a9 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -189,7 +189,7 @@ class LowestCostLoggingHandler(CustomLogger): ) self.router_cache.set_cache( - key=cost_key, value=request_count_dict, ttl=self.routing_args.ttl + key=cost_key, value=request_count_dict ) # reset map within window ### TESTING ### From 690d7b10a63ce42f932d137b355b4e85a04513b4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 12:51:52 -0700 Subject: [PATCH 079/161] fix - default value for cost --- litellm/router_strategy/lowest_cost.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index bdf4643a9..0a9c06a17 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -276,12 +276,14 @@ class LowestCostLoggingHandler(CustomLogger): item_litellm_model_name, {} ) item_input_cost = item_litellm_model_cost_map.get( - "input_cost_per_token", 0.0 + "input_cost_per_token", 5.0 ) item_output_cost = item_litellm_model_cost_map.get( - "output_cost_per_token", 0.0 + "output_cost_per_token", 5.0 ) + # if litellm["model"] is not in model_cost map -> use item_cost = $10 + item_cost = item_input_cost + item_output_cost item_rpm = item_map.get(precise_minute, {}).get("rpm", 0) From 872470ff1f301cc0cc0b1c70785c806ba6af5388 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 12:58:49 -0700 Subject: [PATCH 080/161] feat(slack_alerting.py): reintegrate langfuse trace url for slack alerts this ensures langfuse trace url returned in llm api exception err --- litellm/integrations/langfuse.py | 37 ++++++++++------- litellm/integrations/slack_alerting.py | 35 ++++++++++------ litellm/proxy/_super_secret_config.yaml | 5 ++- litellm/proxy/proxy_server.py | 53 +++++++++++++++++-------- litellm/proxy/utils.py | 19 ++++++++- 5 files changed, 101 insertions(+), 48 deletions(-) diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index fa8b0c61d..caf5437b2 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -262,7 +262,7 @@ class LangFuseLogger: try: tags = [] - metadata = copy.deepcopy(metadata) # Avoid modifying the original metadata + metadata = copy.deepcopy(metadata) # Avoid modifying the original metadata supports_tags = Version(langfuse.version.__version__) >= Version("2.6.3") supports_prompt = Version(langfuse.version.__version__) >= Version("2.7.3") supports_costs = Version(langfuse.version.__version__) >= Version("2.7.3") @@ -276,7 +276,6 @@ class LangFuseLogger: metadata_tags = metadata.pop("tags", []) tags = metadata_tags - # Clean Metadata before logging - never log raw metadata # the raw metadata can contain circular references which leads to infinite recursion # we clean out all extra litellm metadata params before logging @@ -303,18 +302,17 @@ class LangFuseLogger: else: clean_metadata[key] = value - session_id = clean_metadata.pop("session_id", None) trace_name = clean_metadata.pop("trace_name", None) trace_id = clean_metadata.pop("trace_id", None) existing_trace_id = clean_metadata.pop("existing_trace_id", None) update_trace_keys = clean_metadata.pop("update_trace_keys", []) - + if trace_name is None and existing_trace_id is None: # just log `litellm-{call_type}` as the trace name ## DO NOT SET TRACE_NAME if trace-id set. this can lead to overwriting of past traces. trace_name = f"litellm-{kwargs.get('call_type', 'completion')}" - + if existing_trace_id is not None: trace_params = {"id": existing_trace_id} @@ -322,15 +320,18 @@ class LangFuseLogger: for metadata_param_key in update_trace_keys: trace_param_key = metadata_param_key.replace("trace_", "") if trace_param_key not in trace_params: - updated_trace_value = clean_metadata.pop(metadata_param_key, None) + updated_trace_value = clean_metadata.pop( + metadata_param_key, None + ) if updated_trace_value is not None: trace_params[trace_param_key] = updated_trace_value - # Pop the trace specific keys that would have been popped if there were a new trace - for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())): + for key in list( + filter(lambda key: key.startswith("trace_"), clean_metadata.keys()) + ): clean_metadata.pop(key, None) - + # Special keys that are found in the function arguments and not the metadata if "input" in update_trace_keys: trace_params["input"] = input @@ -342,16 +343,22 @@ class LangFuseLogger: "name": trace_name, "session_id": session_id, "input": input, - "version": clean_metadata.pop("trace_version", clean_metadata.get("version", None)), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence + "version": clean_metadata.pop( + "trace_version", clean_metadata.get("version", None) + ), # If provided just version, it will applied to the trace as well, if applied a trace version it will take precedence } - for key in list(filter(lambda key: key.startswith("trace_"), clean_metadata.keys())): - trace_params[key.replace("trace_", "")] = clean_metadata.pop(key, None) - + for key in list( + filter(lambda key: key.startswith("trace_"), clean_metadata.keys()) + ): + trace_params[key.replace("trace_", "")] = clean_metadata.pop( + key, None + ) + if level == "ERROR": trace_params["status_message"] = output else: trace_params["output"] = output - + cost = kwargs.get("response_cost", None) print_verbose(f"trace: {cost}") @@ -454,7 +461,7 @@ class LangFuseLogger: ) generation_client = trace.generation(**generation_params) - + return generation_client.trace_id, generation_id except Exception as e: verbose_logger.debug(f"Langfuse Layer Error - {traceback.format_exc()}") diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index 5546f7c33..f033d99cd 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -149,16 +149,21 @@ class SlackAlerting(CustomLogger): def _add_langfuse_trace_id_to_alert( self, - request_info: str, request_data: Optional[dict] = None, - kwargs: Optional[dict] = None, - type: Literal["hanging_request", "slow_response"] = "hanging_request", - start_time: Optional[datetime.datetime] = None, - end_time: Optional[datetime.datetime] = None, - ): + ) -> Optional[str]: + """ + Returns langfuse trace url + """ # do nothing for now - pass - return request_info + if ( + request_data is not None + and request_data.get("metadata", {}).get("trace_id", None) is not None + ): + trace_id = request_data["metadata"]["trace_id"] + if litellm.utils.langFuseLogger is not None: + base_url = litellm.utils.langFuseLogger.Langfuse.base_url + return f"{base_url}/trace/{trace_id}" + return None def _response_taking_too_long_callback_helper( self, @@ -501,14 +506,13 @@ class SlackAlerting(CustomLogger): ) if "langfuse" in litellm.success_callback: - request_info = self._add_langfuse_trace_id_to_alert( - request_info=request_info, + langfuse_url = self._add_langfuse_trace_id_to_alert( request_data=request_data, - type="hanging_request", - start_time=start_time, - end_time=end_time, ) + if langfuse_url is not None: + request_info += "\n🪢 Langfuse Trace: {}".format(langfuse_url) + # add deployment latencies to alert _deployment_latency_map = self._get_deployment_latencies_to_alert( metadata=request_data.get("metadata", {}) @@ -701,6 +705,7 @@ Model Info: "daily_reports", "new_model_added", ], + **kwargs, ): """ Alerting based on thresholds: - https://github.com/BerriAI/litellm/issues/1298 @@ -731,6 +736,10 @@ Model Info: formatted_message = ( f"Level: `{level}`\nTimestamp: `{current_time}`\n\nMessage: {message}" ) + + if kwargs: + for key, value in kwargs.items(): + formatted_message += f"\n\n{key}: `{value}`\n\n" if _proxy_base_url is not None: formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`" diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index 0475508e3..b7293a17f 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -14,6 +14,9 @@ model_list: api_key: my-fake-key-3 model: openai/my-fake-model-3 model_name: fake-openai-endpoint +- model_name: gpt-4 + litellm_params: + model: gpt-3.5-turbo router_settings: num_retries: 0 enable_pre_call_checks: true @@ -25,7 +28,7 @@ router_settings: routing_strategy: "latency-based-routing" litellm_settings: - success_callback: ["openmeter"] + success_callback: ["langfuse"] general_settings: alerting: ["slack"] diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c22b381e2..d6d27fc4c 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -3160,7 +3160,9 @@ def data_generator(response): yield f"data: {json.dumps(chunk)}\n\n" -async def async_data_generator(response, user_api_key_dict): +async def async_data_generator( + response, user_api_key_dict: UserAPIKeyAuth, request_data: dict +): verbose_proxy_logger.debug("inside generator") try: start_time = time.time() @@ -3177,7 +3179,9 @@ async def async_data_generator(response, user_api_key_dict): except Exception as e: traceback.print_exc() await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, + original_exception=e, + request_data=request_data, ) verbose_proxy_logger.debug( f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`" @@ -3202,8 +3206,14 @@ async def async_data_generator(response, user_api_key_dict): yield f"data: {error_returned}\n\n" -def select_data_generator(response, user_api_key_dict): - return async_data_generator(response=response, user_api_key_dict=user_api_key_dict) +def select_data_generator( + response, user_api_key_dict: UserAPIKeyAuth, request_data: dict +): + return async_data_generator( + response=response, + user_api_key_dict=user_api_key_dict, + request_data=request_data, + ) def get_litellm_model_info(model: dict = {}): @@ -3496,9 +3506,8 @@ async def chat_completion( user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): global general_settings, user_debug, proxy_logging_obj, llm_model_list + data = {} try: - # async with llm_router.sem - data = {} body = await request.body() body_str = body.decode() try: @@ -3689,7 +3698,9 @@ async def chat_completion( "x-litellm-model-api-base": api_base, } selected_data_generator = select_data_generator( - response=response, user_api_key_dict=user_api_key_dict + response=response, + user_api_key_dict=user_api_key_dict, + request_data=data, ) return StreamingResponse( selected_data_generator, @@ -3711,7 +3722,7 @@ async def chat_completion( data["litellm_status"] = "fail" # used for alerting traceback.print_exc() await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) verbose_proxy_logger.debug( f"\033[1;31mAn error occurred: {e}\n\n Debug this by setting `--debug`, e.g. `litellm --model gpt-3.5-turbo --debug`" @@ -3873,7 +3884,9 @@ async def completion( "x-litellm-model-id": model_id, } selected_data_generator = select_data_generator( - response=response, user_api_key_dict=user_api_key_dict + response=response, + user_api_key_dict=user_api_key_dict, + request_data=data, ) return StreamingResponse( @@ -3926,6 +3939,7 @@ async def embeddings( user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): global proxy_logging_obj + data: Any = {} try: # Use orjson to parse JSON data, orjson speeds up requests significantly body = await request.body() @@ -4071,7 +4085,7 @@ async def embeddings( except Exception as e: data["litellm_status"] = "fail" # used for alerting await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) traceback.print_exc() if isinstance(e, HTTPException): @@ -4108,6 +4122,7 @@ async def image_generation( user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): global proxy_logging_obj + data = {} try: # Use orjson to parse JSON data, orjson speeds up requests significantly body = await request.body() @@ -4227,7 +4242,7 @@ async def image_generation( except Exception as e: data["litellm_status"] = "fail" # used for alerting await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) traceback.print_exc() if isinstance(e, HTTPException): @@ -4268,10 +4283,11 @@ async def audio_transcriptions( https://platform.openai.com/docs/api-reference/audio/createTranscription?lang=curl """ global proxy_logging_obj + data: Dict = {} try: # Use orjson to parse JSON data, orjson speeds up requests significantly form_data = await request.form() - data: Dict = {key: value for key, value in form_data.items() if key != "file"} + data = {key: value for key, value in form_data.items() if key != "file"} # Include original request and headers in the data data["proxy_server_request"] = { # type: ignore @@ -4406,7 +4422,7 @@ async def audio_transcriptions( except Exception as e: data["litellm_status"] = "fail" # used for alerting await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) traceback.print_exc() if isinstance(e, HTTPException): @@ -4455,6 +4471,7 @@ async def moderations( ``` """ global proxy_logging_obj + data: Dict = {} try: # Use orjson to parse JSON data, orjson speeds up requests significantly body = await request.body() @@ -4568,7 +4585,7 @@ async def moderations( except Exception as e: data["litellm_status"] = "fail" # used for alerting await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) traceback.print_exc() if isinstance(e, HTTPException): @@ -7999,8 +8016,8 @@ async def async_queue_request( Now using a FastAPI background task + /chat/completions compatible endpoint """ + data = {} try: - data = {} data = await request.json() # type: ignore # Include original request and headers in the data @@ -8065,7 +8082,9 @@ async def async_queue_request( ): # use generate_responses to stream responses return StreamingResponse( async_data_generator( - user_api_key_dict=user_api_key_dict, response=response + user_api_key_dict=user_api_key_dict, + response=response, + request_data=data, ), media_type="text/event-stream", ) @@ -8073,7 +8092,7 @@ async def async_queue_request( return response except Exception as e: await proxy_logging_obj.post_call_failure_hook( - user_api_key_dict=user_api_key_dict, original_exception=e + user_api_key_dict=user_api_key_dict, original_exception=e, request_data=data ) if isinstance(e, HTTPException): raise ProxyException( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 9734806df..0379d5152 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -302,6 +302,7 @@ class ProxyLogging: "budget_alerts", "db_exceptions", ], + request_data: Optional[dict] = None, ): """ Alerting based on thresholds: - https://github.com/BerriAI/litellm/issues/1298 @@ -331,10 +332,19 @@ class ProxyLogging: if _proxy_base_url is not None: formatted_message += f"\n\nProxy URL: `{_proxy_base_url}`" + extra_kwargs = {} + if request_data is not None: + _url = self.slack_alerting_instance._add_langfuse_trace_id_to_alert( + request_data=request_data + ) + if _url is not None: + extra_kwargs["🪢 Langfuse Trace"] = _url + formatted_message += "\n\n🪢 Langfuse Trace: {}".format(_url) + for client in self.alerting: if client == "slack": await self.slack_alerting_instance.send_alert( - message=message, level=level, alert_type=alert_type + message=message, level=level, alert_type=alert_type, **extra_kwargs ) elif client == "sentry": if litellm.utils.sentry_sdk_instance is not None: @@ -369,6 +379,7 @@ class ProxyLogging: message=f"DB read/write call failed: {error_message}", level="High", alert_type="db_exceptions", + request_data={}, ) ) @@ -384,7 +395,10 @@ class ProxyLogging: litellm.utils.capture_exception(error=original_exception) async def post_call_failure_hook( - self, original_exception: Exception, user_api_key_dict: UserAPIKeyAuth + self, + original_exception: Exception, + user_api_key_dict: UserAPIKeyAuth, + request_data: dict, ): """ Allows users to raise custom exceptions/log when a call fails, without having to deal with parsing Request body. @@ -409,6 +423,7 @@ class ProxyLogging: message=f"LLM API call failed: {str(original_exception)}", level="High", alert_type="llm_exceptions", + request_data=request_data, ) ) From 71a92b4fef4e0e28238f81031b5420d907db6da5 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:04:12 -0700 Subject: [PATCH 081/161] test - lowest cost router --- litellm/router_strategy/lowest_cost.py | 5 ++ litellm/tests/test_lowest_cost_routing.py | 104 +++++++++++++++++----- 2 files changed, 85 insertions(+), 24 deletions(-) diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index 0a9c06a17..9e4261356 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -10,6 +10,7 @@ dotenv.load_dotenv() # Loading env variables using dotenv import traceback from litellm.caching import DualCache from litellm.integrations.custom_logger import CustomLogger +from litellm._logging import verbose_router_logger from litellm import ModelResponse from litellm import token_counter import litellm @@ -289,6 +290,10 @@ class LowestCostLoggingHandler(CustomLogger): item_rpm = item_map.get(precise_minute, {}).get("rpm", 0) item_tpm = item_map.get(precise_minute, {}).get("tpm", 0) + verbose_router_logger.debug( + f"item_cost: {item_cost}, item_tpm: {item_tpm}, item_rpm: {item_rpm}, model_id: {_deployment.get('model_info', {}).get('id')}" + ) + # -------------- # # Debugging Logic # -------------- # diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py index a79f8873f..844ef5fd0 100644 --- a/litellm/tests/test_lowest_cost_routing.py +++ b/litellm/tests/test_lowest_cost_routing.py @@ -1,5 +1,5 @@ #### What this tests #### -# This tests the router's ability to pick deployment with lowest latency +# This tests the router's ability to pick deployment with lowest cost import sys, os, asyncio, time, random from datetime import datetime @@ -17,7 +17,7 @@ from litellm import Router from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler from litellm.caching import DualCache -### UNIT TESTS FOR LATENCY ROUTING ### +### UNIT TESTS FOR cost ROUTING ### def test_get_available_deployments(): @@ -48,30 +48,11 @@ def test_get_available_deployments(): assert selected_model["model_info"]["id"] == "groq-llama" -async def _deploy(lowest_latency_logger, deployment_id, tokens_used, duration): - kwargs = { - "litellm_params": { - "metadata": { - "model_group": "gpt-3.5-turbo", - "deployment": "azure/chatgpt-v-2", - }, - "model_info": {"id": deployment_id}, - } - } - start_time = time.time() - response_obj = {"usage": {"total_tokens": tokens_used}} - time.sleep(duration) - end_time = time.time() - lowest_latency_logger.log_success_event( - response_obj=response_obj, - kwargs=kwargs, - start_time=start_time, - end_time=end_time, - ) - - @pytest.mark.asyncio async def test_lowest_cost_routing(): + """ + Test if router returns model with the lowest cost + """ model_list = [ { "model_name": "gpt-3.5-turbo", @@ -96,3 +77,78 @@ async def test_lowest_cost_routing(): response._hidden_params["model_id"] ) # expect groq-llama, since groq/llama has lowest cost assert "groq-llama" == response._hidden_params["model_id"] + + +async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration): + kwargs = { + "litellm_params": { + "metadata": { + "model_group": "gpt-3.5-turbo", + "deployment": "gpt-4", + }, + "model_info": {"id": deployment_id}, + } + } + start_time = time.time() + response_obj = {"usage": {"total_tokens": tokens_used}} + time.sleep(duration) + end_time = time.time() + lowest_cost_logger.log_success_event( + response_obj=response_obj, + kwargs=kwargs, + start_time=start_time, + end_time=end_time, + ) + + +async def _gather_deploy(all_deploys): + return await asyncio.gather(*[_deploy(*t) for t in all_deploys]) + + +@pytest.mark.parametrize( + "ans_rpm", [1, 5] +) # 1 should produce nothing, 10 should select first +def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm): + """ + Pass in list of 2 valid models + + Update cache with 1 model clearly being at tpm/rpm limit + + assert that only the valid model is returned + """ + from litellm._logging import verbose_router_logger + import logging + + verbose_router_logger.setLevel(logging.DEBUG) + test_cache = DualCache() + ans = "1234" + non_ans_rpm = 3 + assert ans_rpm != non_ans_rpm, "invalid test" + if ans_rpm < non_ans_rpm: + ans = None + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "gpt-4"}, + "model_info": {"id": "1234", "rpm": ans_rpm}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": {"model": "groq/llama3-8b-8192"}, + "model_info": {"id": "5678", "rpm": non_ans_rpm}, + }, + ] + lowest_cost_logger = LowestCostLoggingHandler( + router_cache=test_cache, model_list=model_list + ) + model_group = "gpt-3.5-turbo" + d1 = [(lowest_cost_logger, "1234", 50, 0.01)] * non_ans_rpm + d2 = [(lowest_cost_logger, "5678", 50, 0.01)] * non_ans_rpm + asyncio.run(_gather_deploy([*d1, *d2])) + ## CHECK WHAT'S SELECTED ## + d_ans = lowest_cost_logger.get_available_deployments( + model_group=model_group, healthy_deployments=model_list + ) + assert (d_ans and d_ans["model_info"]["id"]) == ans + + print("selected deployment:", d_ans) From 486cbb990c5136f90185bcc8f0abcdab838a4e3f Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:08:16 -0700 Subject: [PATCH 082/161] fix allow user to pass input_cost and output_cost --- litellm/router_strategy/lowest_cost.py | 29 ++++++++++++++++++++------ 1 file changed, 23 insertions(+), 6 deletions(-) diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index 9e4261356..44b49378d 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -276,12 +276,29 @@ class LowestCostLoggingHandler(CustomLogger): item_litellm_model_cost_map = litellm.model_cost.get( item_litellm_model_name, {} ) - item_input_cost = item_litellm_model_cost_map.get( - "input_cost_per_token", 5.0 - ) - item_output_cost = item_litellm_model_cost_map.get( - "output_cost_per_token", 5.0 - ) + + # check if user provided input_cost_per_token and output_cost_per_token in litellm_params + item_input_cost = None + item_output_cost = None + if _deployment.get("litellm_params", {}).get("input_cost_per_token", None): + item_input_cost = _deployment.get("litellm_params", {}).get( + "input_cost_per_token" + ) + + if _deployment.get("litellm_params", {}).get("output_cost_per_token", None): + item_output_cost = _deployment.get("litellm_params", {}).get( + "output_cost_per_token" + ) + + if item_input_cost is None: + item_input_cost = item_litellm_model_cost_map.get( + "input_cost_per_token", 5.0 + ) + + if item_output_cost is None: + item_output_cost = item_litellm_model_cost_map.get( + "output_cost_per_token", 5.0 + ) # if litellm["model"] is not in model_cost map -> use item_cost = $10 From e85468badbb7873097a300fa49064b06146c72b2 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 13:12:06 -0700 Subject: [PATCH 083/161] test: fix linting error --- litellm/tests/langfuse.log | 137 +++++++++++++++----------------- litellm/tests/test_alangfuse.py | 116 +++++++++++++++++++-------- 2 files changed, 146 insertions(+), 107 deletions(-) diff --git a/litellm/tests/langfuse.log b/litellm/tests/langfuse.log index f47590a29..61bc6ada5 100644 --- a/litellm/tests/langfuse.log +++ b/litellm/tests/langfuse.log @@ -1,79 +1,68 @@ -int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -Traceback (most recent call last): - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation - "usage": _convert_usage_input(usage) if usage is not None else None, - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input - "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]), - ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority - return int(usage[key]) - ^^^^^^^^^^^^^^^ -TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -Traceback (most recent call last): - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation - "usage": _convert_usage_input(usage) if usage is not None else None, - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input - "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]), - ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority - return int(usage[key]) - ^^^^^^^^^^^^^^^ -TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -Traceback (most recent call last): - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation - "usage": _convert_usage_input(usage) if usage is not None else None, - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input - "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]), - ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority - return int(usage[key]) - ^^^^^^^^^^^^^^^ -TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -Traceback (most recent call last): - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation - "usage": _convert_usage_input(usage) if usage is not None else None, - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input - "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]), - ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority - return int(usage[key]) - ^^^^^^^^^^^^^^^ -TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -int() argument must be a string, a bytes-like object or a real number, not 'NoneType' -Traceback (most recent call last): - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/client.py", line 778, in generation - "usage": _convert_usage_input(usage) if usage is not None else None, - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 77, in _convert_usage_input - "totalCost": extract_by_priority(usage, ["totalCost", "total_cost"]), - ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - File "/opt/homebrew/lib/python3.11/site-packages/langfuse/utils.py", line 32, in extract_by_priority - return int(usage[key]) - ^^^^^^^^^^^^^^^ -TypeError: int() argument must be a string, a bytes-like object or a real number, not 'NoneType' consumer is running... -Getting observations... None, None, None, None, litellm-test-98e1cc75-bef8-4280-a2b9-e08633b81acd, None, GENERATION +Creating trace id='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 420643, tzinfo=datetime.timezone.utc) name='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' user_id='litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id='litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' release='litellm-test-release' version='litellm-test-version' metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False'] public=None +adding task {'id': '9d380abe-bb42-480b-b48f-952ed6776e1c', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 420643, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}} +Creating generation trace_id='litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419075) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level= status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419879) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 419879) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None... +item size 1224 +adding task {'id': '0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}} +item size 1359 +Creating trace id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 423093, tzinfo=datetime.timezone.utc) name='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' user_id='litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id='litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' release='litellm-test-release' version='litellm-test-version' metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False'] public=None +adding task {'id': '1b34abb5-4a24-4042-a8c3-9f3ea0254f2b', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 423093, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}} +Creating generation trace_id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 421978) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level= status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 422551) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 422551) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None... +item size 1224 +adding task {'id': '050ba9cd-3eff-443b-9637-705406ceb8cb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 421978), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}} +item size 1359 +flushing queue +successfully flushed about 0 items. +Creating trace id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 22, 425221, tzinfo=datetime.timezone.utc) name=None user_id=None input=None output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} session_id=None release=None version=None metadata={'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'} tags=None public=None +adding task {'id': 'd5173131-5bef-46cd-aa5a-6dcd01f6c000', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425221, tzinfo=datetime.timezone.utc), 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}}} +Creating generation trace_id='litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' name='litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424075) metadata={'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False} input={'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]} output={'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'} level= status_message=None parent_observation_id=None version='litellm-test-version' id='litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5' end_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424526) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 22, 424526) model='gpt-3.5-turbo' model_parameters={'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None... +item size 630 +adding task {'id': 'ed61fc8d-aede-4c33-9ce8-377d498169f4', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}} +uploading batch of 15 items +uploading data: {'batch': [{'id': 'e3840349-5e27-4921-84fc-f11ac428b7c5', 'type': 'trace-create', 'body': {'id': '77e94058-6f8a-43bc-97ef-1a8d4966592c', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 289521, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 289935, tzinfo=datetime.timezone.utc)}, {'id': '54036ec0-06ff-44d1-ac3a-f6085a3983ab', 'type': 'generation-create', 'body': {'traceId': '77e94058-6f8a-43bc-97ef-1a8d4966592c', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 21, 970003), 'metadata': {'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'level': , 'id': 'time-13-11-21-970003_chatcmpl-30ccf23d-ac57-4183-ab2f-b93f084c4187', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 286720), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 286720), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': }}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 290909, tzinfo=datetime.timezone.utc)}, {'id': '4bf88864-4937-48a4-8e9b-b1cf6a29cc5c', 'type': 'trace-create', 'body': {'id': '04190fd5-8a1f-41d9-b8be-878945c35293', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 292743, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 292929, tzinfo=datetime.timezone.utc)}, {'id': '050a1ed2-b54e-46ab-9145-04baca33524e', 'type': 'generation-create', 'body': {'traceId': '04190fd5-8a1f-41d9-b8be-878945c35293', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 282826), 'metadata': {'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'level': , 'id': 'time-13-11-22-282826_chatcmpl-684e7a99-b0ad-43e3-a0e9-acbce76e5457', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 288054), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 288054), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': }}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 293730, tzinfo=datetime.timezone.utc)}, {'id': '94b80fdf-7df9-4b69-8500-df55a4748802', 'type': 'trace-create', 'body': {'id': '82588025-780b-4045-a131-06dcaf2c54ca', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 293803, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 293964, tzinfo=datetime.timezone.utc)}, {'id': '659db88e-6adc-4c52-82d8-dac517773242', 'type': 'generation-create', 'body': {'traceId': '82588025-780b-4045-a131-06dcaf2c54ca', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 280988), 'metadata': {'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'level': , 'id': 'time-13-11-22-280988_chatcmpl-4ecaabdd-be67-4122-a3bf-b95466ffee0a', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 287168), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 287168), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': }}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 294336, tzinfo=datetime.timezone.utc)}, {'id': '383b9518-93ff-4943-ae0c-b3256ee3c1a7', 'type': 'trace-create', 'body': {'id': 'fe18bb31-ded9-4ad2-8417-41e0e3de195c', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 295711, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 295870, tzinfo=datetime.timezone.utc)}, {'id': '127d6d13-e8b0-44f2-bba1-cc5d9710b0b4', 'type': 'generation-create', 'body': {'traceId': 'fe18bb31-ded9-4ad2-8417-41e0e3de195c', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 284370), 'metadata': {'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'level': , 'id': 'time-13-11-22-284370_chatcmpl-bf93ab8e-ecf2-4f04-9506-ef51a1c4c9d0', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 288779), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 288779), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': }}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 296237, tzinfo=datetime.timezone.utc)}, {'id': '2bc81d4d-f6a5-415b-acaa-feb883c41bbb', 'type': 'trace-create', 'body': {'id': '99b7014a-c3c0-4040-92ad-64a665ab6abe', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 297355, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 297502, tzinfo=datetime.timezone.utc)}, {'id': 'd51705a9-088a-4f49-b494-f4fa8e6bc59e', 'type': 'generation-create', 'body': {'traceId': '99b7014a-c3c0-4040-92ad-64a665ab6abe', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 285989), 'metadata': {'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'This is a test'}]}, 'output': {'content': "It's simple to use and easy to get started", 'role': 'assistant'}, 'level': , 'id': 'time-13-11-22-285989_chatcmpl-1a3c46e4-d474-4d19-92d8-8a7ee7ac0799', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 295600), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 295600), 'model': 'chatgpt-v-2', 'modelParameters': {'temperature': '0.7', 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': }}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 297845, tzinfo=datetime.timezone.utc)}, {'id': '9d380abe-bb42-480b-b48f-952ed6776e1c', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 420643, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 421233, tzinfo=datetime.timezone.utc)}, {'id': '0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 419879), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 421804, tzinfo=datetime.timezone.utc)}, {'id': '1b34abb5-4a24-4042-a8c3-9f3ea0254f2b', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 423093, tzinfo=datetime.timezone.utc), 'name': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'userId': 'litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'sessionId': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'release': 'litellm-test-release', 'version': 'litellm-test-version', 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}, 'tags': ['litellm-test-tag1', 'litellm-test-tag2', 'cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 423311, tzinfo=datetime.timezone.utc)}, {'id': '050ba9cd-3eff-443b-9637-705406ceb8cb', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 421978), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 422551), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 423829, tzinfo=datetime.timezone.utc)}, {'id': 'd5173131-5bef-46cd-aa5a-6dcd01f6c000', 'type': 'trace-create', 'body': {'id': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425221, tzinfo=datetime.timezone.utc), 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'metadata': {'trace_actual_metadata_key': 'trace_actual_metadata_value', 'generation_id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425370, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 15, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}} +making request: {"batch": [{"id": "e3840349-5e27-4921-84fc-f11ac428b7c5", "type": "trace-create", "body": {"id": "77e94058-6f8a-43bc-97ef-1a8d4966592c", "timestamp": "2024-05-07T20:11:22.289521Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.289935Z"}, {"id": "54036ec0-06ff-44d1-ac3a-f6085a3983ab", "type": "generation-create", "body": {"traceId": "77e94058-6f8a-43bc-97ef-1a8d4966592c", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:21.970003-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-21-970003_chatcmpl-30ccf23d-ac57-4183-ab2f-b93f084c4187", "endTime": "2024-05-07T13:11:22.286720-07:00", "completionStartTime": "2024-05-07T13:11:22.286720-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.290909Z"}, {"id": "4bf88864-4937-48a4-8e9b-b1cf6a29cc5c", "type": "trace-create", "body": {"id": "04190fd5-8a1f-41d9-b8be-878945c35293", "timestamp": "2024-05-07T20:11:22.292743Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.292929Z"}, {"id": "050a1ed2-b54e-46ab-9145-04baca33524e", "type": "generation-create", "body": {"traceId": "04190fd5-8a1f-41d9-b8be-878945c35293", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.282826-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-282826_chatcmpl-684e7a99-b0ad-43e3-a0e9-acbce76e5457", "endTime": "2024-05-07T13:11:22.288054-07:00", "completionStartTime": "2024-05-07T13:11:22.288054-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.293730Z"}, {"id": "94b80fdf-7df9-4b69-8500-df55a4748802", "type": "trace-create", "body": {"id": "82588025-780b-4045-a131-06dcaf2c54ca", "timestamp": "2024-05-07T20:11:22.293803Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.293964Z"}, {"id": "659db88e-6adc-4c52-82d8-dac517773242", "type": "generation-create", "body": {"traceId": "82588025-780b-4045-a131-06dcaf2c54ca", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.280988-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-280988_chatcmpl-4ecaabdd-be67-4122-a3bf-b95466ffee0a", "endTime": "2024-05-07T13:11:22.287168-07:00", "completionStartTime": "2024-05-07T13:11:22.287168-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.294336Z"}, {"id": "383b9518-93ff-4943-ae0c-b3256ee3c1a7", "type": "trace-create", "body": {"id": "fe18bb31-ded9-4ad2-8417-41e0e3de195c", "timestamp": "2024-05-07T20:11:22.295711Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.295870Z"}, {"id": "127d6d13-e8b0-44f2-bba1-cc5d9710b0b4", "type": "generation-create", "body": {"traceId": "fe18bb31-ded9-4ad2-8417-41e0e3de195c", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.284370-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-284370_chatcmpl-bf93ab8e-ecf2-4f04-9506-ef51a1c4c9d0", "endTime": "2024-05-07T13:11:22.288779-07:00", "completionStartTime": "2024-05-07T13:11:22.288779-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.296237Z"}, {"id": "2bc81d4d-f6a5-415b-acaa-feb883c41bbb", "type": "trace-create", "body": {"id": "99b7014a-c3c0-4040-92ad-64a665ab6abe", "timestamp": "2024-05-07T20:11:22.297355Z", "name": "litellm-acompletion", "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.297502Z"}, {"id": "d51705a9-088a-4f49-b494-f4fa8e6bc59e", "type": "generation-create", "body": {"traceId": "99b7014a-c3c0-4040-92ad-64a665ab6abe", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:22.285989-07:00", "metadata": {"cache_hit": false}, "input": {"messages": [{"role": "user", "content": "This is a test"}]}, "output": {"content": "It's simple to use and easy to get started", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-22-285989_chatcmpl-1a3c46e4-d474-4d19-92d8-8a7ee7ac0799", "endTime": "2024-05-07T13:11:22.295600-07:00", "completionStartTime": "2024-05-07T13:11:22.295600-07:00", "model": "chatgpt-v-2", "modelParameters": {"temperature": "0.7", "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS"}}, "timestamp": "2024-05-07T20:11:22.297845Z"}, {"id": "9d380abe-bb42-480b-b48f-952ed6776e1c", "type": "trace-create", "body": {"id": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.420643Z", "name": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "userId": "litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "sessionId": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "release": "litellm-test-release", "version": "litellm-test-version", "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}, "tags": ["litellm-test-tag1", "litellm-test-tag2", "cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.421233Z"}, {"id": "0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb", "type": "generation-create", "body": {"traceId": "litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.419075-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace1-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.419879-07:00", "completionStartTime": "2024-05-07T13:11:22.419879-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.421804Z"}, {"id": "1b34abb5-4a24-4042-a8c3-9f3ea0254f2b", "type": "trace-create", "body": {"id": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.423093Z", "name": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "userId": "litellm-test-user1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "sessionId": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "release": "litellm-test-release", "version": "litellm-test-version", "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}, "tags": ["litellm-test-tag1", "litellm-test-tag2", "cache_hit:False"]}, "timestamp": "2024-05-07T20:11:22.423311Z"}, {"id": "050ba9cd-3eff-443b-9637-705406ceb8cb", "type": "generation-create", "body": {"traceId": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.421978-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace2-generation-1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.422551-07:00", "completionStartTime": "2024-05-07T13:11:22.422551-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.423829Z"}, {"id": "d5173131-5bef-46cd-aa5a-6dcd01f6c000", "type": "trace-create", "body": {"id": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "timestamp": "2024-05-07T20:11:22.425221Z", "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "metadata": {"trace_actual_metadata_key": "trace_actual_metadata_value", "generation_id": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}}, "timestamp": "2024-05-07T20:11:22.425370Z"}], "metadata": {"batch_size": 15, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion +received response: {"errors":[],"successes":[{"id":"e3840349-5e27-4921-84fc-f11ac428b7c5","status":201},{"id":"54036ec0-06ff-44d1-ac3a-f6085a3983ab","status":201},{"id":"4bf88864-4937-48a4-8e9b-b1cf6a29cc5c","status":201},{"id":"050a1ed2-b54e-46ab-9145-04baca33524e","status":201},{"id":"94b80fdf-7df9-4b69-8500-df55a4748802","status":201},{"id":"659db88e-6adc-4c52-82d8-dac517773242","status":201},{"id":"383b9518-93ff-4943-ae0c-b3256ee3c1a7","status":201},{"id":"127d6d13-e8b0-44f2-bba1-cc5d9710b0b4","status":201},{"id":"2bc81d4d-f6a5-415b-acaa-feb883c41bbb","status":201},{"id":"d51705a9-088a-4f49-b494-f4fa8e6bc59e","status":201},{"id":"9d380abe-bb42-480b-b48f-952ed6776e1c","status":201},{"id":"0d3ae4f8-e352-4acd-98ec-d21be7e8f5eb","status":201},{"id":"1b34abb5-4a24-4042-a8c3-9f3ea0254f2b","status":201},{"id":"050ba9cd-3eff-443b-9637-705406ceb8cb","status":201},{"id":"d5173131-5bef-46cd-aa5a-6dcd01f6c000","status":201}]} +successfully uploaded batch of 15 items +item size 1359 +Getting trace litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5 +Getting observations... None, None, None, None, litellm-test-trace1-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5, None, GENERATION +uploading batch of 1 items +uploading data: {'batch': [{'id': 'ed61fc8d-aede-4c33-9ce8-377d498169f4', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'name': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424075), 'metadata': {'gen_metadata_key': 'gen_metadata_value', 'cache_hit': False}, 'input': {'messages': [{'role': 'user', 'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5'}]}, 'output': {'content': 'litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'role': 'assistant'}, 'level': , 'version': 'litellm-test-version', 'id': 'litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 22, 424526), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.2', 'max_tokens': 100, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 22, 425776, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 1, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}} +making request: {"batch": [{"id": "ed61fc8d-aede-4c33-9ce8-377d498169f4", "type": "generation-create", "body": {"traceId": "litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "name": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "startTime": "2024-05-07T13:11:22.424075-07:00", "metadata": {"gen_metadata_key": "gen_metadata_value", "cache_hit": false}, "input": {"messages": [{"role": "user", "content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5"}]}, "output": {"content": "litellm-test-session-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5:litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "role": "assistant"}, "level": "DEFAULT", "version": "litellm-test-version", "id": "litellm-test-trace2-generation-2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5", "endTime": "2024-05-07T13:11:22.424526-07:00", "completionStartTime": "2024-05-07T13:11:22.424526-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.2", "max_tokens": 100, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:22.425776Z"}], "metadata": {"batch_size": 1, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion +Getting trace litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5 +received response: {"errors":[],"successes":[{"id":"ed61fc8d-aede-4c33-9ce8-377d498169f4","status":201}]} +successfully uploaded batch of 1 items +Getting observations... None, None, None, None, litellm-test-trace2-c8f258e1-002a-4ab9-98e1-1bf3c84c0bd5, None, GENERATION consumer is running... -Getting observations... None, None, None, None, litellm-test-532d2bc8-f8d6-42fd-8f78-416bae79925d, None, GENERATION -joining 1 consumer threads -consumer thread 0 joined -joining 1 consumer threads -consumer thread 0 joined -joining 1 consumer threads -consumer thread 0 joined -joining 1 consumer threads -consumer thread 0 joined -joining 1 consumer threads -consumer thread 0 joined -joining 1 consumer threads -consumer thread 0 joined +flushing queue +successfully flushed about 0 items. +Creating trace id='litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc) name='litellm-acompletion' user_id=None input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} session_id=None release=None version=None metadata=None tags=['cache_hit:False'] public=None +adding task {'id': '244ffc62-a30d-4281-8a86-bdfcb3edef05', 'type': 'trace-create', 'body': {'id': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}} +Creating generation trace_id='litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1' name='litellm-acompletion' start_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 794599) metadata={'cache_hit': False} input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} level= status_message=None parent_observation_id=None version=None id='time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a' end_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 795329) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 45, 795329) model='gpt-3.5-turbo' model_parameters={'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=10, output=20, total=None, unit=, input_cost=None, output_cost=None, total_cost=5.4999999999999995e-05) prompt_name=None prompt_version=None... +item size 400 +adding task {'id': 'e9d12a6d-3fca-4adb-a018-bf276733ffa6', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 794599), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': , 'id': 'time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}} +item size 876 +uploading batch of 2 items +uploading data: {'batch': [{'id': '244ffc62-a30d-4281-8a86-bdfcb3edef05', 'type': 'trace-create', 'body': {'id': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796169, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 796433, tzinfo=datetime.timezone.utc)}, {'id': 'e9d12a6d-3fca-4adb-a018-bf276733ffa6', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 794599), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': , 'id': 'time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 45, 795329), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': False, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 10, 'output': 20, 'unit': , 'totalCost': 5.4999999999999995e-05}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 45, 797038, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 2, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}} +making request: {"batch": [{"id": "244ffc62-a30d-4281-8a86-bdfcb3edef05", "type": "trace-create", "body": {"id": "litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1", "timestamp": "2024-05-07T20:11:45.796169Z", "name": "litellm-acompletion", "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:45.796433Z"}, {"id": "e9d12a6d-3fca-4adb-a018-bf276733ffa6", "type": "generation-create", "body": {"traceId": "litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:45.794599-07:00", "metadata": {"cache_hit": false}, "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-45-794599_chatcmpl-28d76a11-56a6-43d2-9bf6-a6ddf7d8895a", "endTime": "2024-05-07T13:11:45.795329-07:00", "completionStartTime": "2024-05-07T13:11:45.795329-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.7", "stream": false, "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 10, "output": 20, "unit": "TOKENS", "totalCost": 5.4999999999999995e-05}}, "timestamp": "2024-05-07T20:11:45.797038Z"}], "metadata": {"batch_size": 2, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion +received response: {"errors":[],"successes":[{"id":"244ffc62-a30d-4281-8a86-bdfcb3edef05","status":201},{"id":"e9d12a6d-3fca-4adb-a018-bf276733ffa6","status":201}]} +successfully uploaded batch of 2 items +Getting observations... None, None, None, None, litellm-test-a87c7c71-32cd-4e6c-acc0-7378d6d81bb1, None, GENERATION +consumer is running... +flushing queue +successfully flushed about 0 items. +Creating trace id='litellm-test-d9136466-2e87-4afc-8367-dc51764251c7' timestamp=datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc) name='litellm-acompletion' user_id=None input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} session_id=None release=None version=None metadata=None tags=['cache_hit:False'] public=None +adding task {'id': 'cab47524-1e1e-4404-b8bd-5f526895ac0c', 'type': 'trace-create', 'body': {'id': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}} +Creating generation trace_id='litellm-test-d9136466-2e87-4afc-8367-dc51764251c7' name='litellm-acompletion' start_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 276681) metadata={'cache_hit': False} input={'messages': 'redacted-by-litellm'} output={'content': 'redacted-by-litellm', 'role': 'assistant'} level= status_message=None parent_observation_id=None version=None id='time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2' end_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 285026) completion_start_time=datetime.datetime(2024, 5, 7, 13, 11, 48, 278853) model='gpt-3.5-turbo' model_parameters={'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'} usage=Usage(input=0, output=98, total=None, unit=, input_cost=None, output_cost=None, total_cost=0.000196) prompt_name=None prompt_version=None... +item size 400 +adding task {'id': '6bacab4d-822a-430f-85a9-4de1fa7ce259', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 276681), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': , 'id': 'time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 285026), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 278853), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 0, 'output': 98, 'unit': , 'totalCost': 0.000196}}} +item size 860 +uploading batch of 2 items +uploading data: {'batch': [{'id': 'cab47524-1e1e-4404-b8bd-5f526895ac0c', 'type': 'trace-create', 'body': {'id': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286447, tzinfo=datetime.timezone.utc), 'name': 'litellm-acompletion', 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'tags': ['cache_hit:False']}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 286752, tzinfo=datetime.timezone.utc)}, {'id': '6bacab4d-822a-430f-85a9-4de1fa7ce259', 'type': 'generation-create', 'body': {'traceId': 'litellm-test-d9136466-2e87-4afc-8367-dc51764251c7', 'name': 'litellm-acompletion', 'startTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 276681), 'metadata': {'cache_hit': False}, 'input': {'messages': 'redacted-by-litellm'}, 'output': {'content': 'redacted-by-litellm', 'role': 'assistant'}, 'level': , 'id': 'time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2', 'endTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 285026), 'completionStartTime': datetime.datetime(2024, 5, 7, 13, 11, 48, 278853), 'model': 'gpt-3.5-turbo', 'modelParameters': {'temperature': '0.7', 'stream': True, 'max_tokens': 5, 'user': 'langfuse_latency_test_user', 'extra_body': '{}'}, 'usage': {'input': 0, 'output': 98, 'unit': , 'totalCost': 0.000196}}, 'timestamp': datetime.datetime(2024, 5, 7, 20, 11, 48, 287077, tzinfo=datetime.timezone.utc)}], 'metadata': {'batch_size': 2, 'sdk_integration': 'litellm', 'sdk_name': 'python', 'sdk_version': '2.27.0', 'public_key': 'pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66'}} +making request: {"batch": [{"id": "cab47524-1e1e-4404-b8bd-5f526895ac0c", "type": "trace-create", "body": {"id": "litellm-test-d9136466-2e87-4afc-8367-dc51764251c7", "timestamp": "2024-05-07T20:11:48.286447Z", "name": "litellm-acompletion", "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "tags": ["cache_hit:False"]}, "timestamp": "2024-05-07T20:11:48.286752Z"}, {"id": "6bacab4d-822a-430f-85a9-4de1fa7ce259", "type": "generation-create", "body": {"traceId": "litellm-test-d9136466-2e87-4afc-8367-dc51764251c7", "name": "litellm-acompletion", "startTime": "2024-05-07T13:11:48.276681-07:00", "metadata": {"cache_hit": false}, "input": {"messages": "redacted-by-litellm"}, "output": {"content": "redacted-by-litellm", "role": "assistant"}, "level": "DEFAULT", "id": "time-13-11-48-276681_chatcmpl-ef076c31-4977-4687-bc83-07bb1f0aa1b2", "endTime": "2024-05-07T13:11:48.285026-07:00", "completionStartTime": "2024-05-07T13:11:48.278853-07:00", "model": "gpt-3.5-turbo", "modelParameters": {"temperature": "0.7", "stream": true, "max_tokens": 5, "user": "langfuse_latency_test_user", "extra_body": "{}"}, "usage": {"input": 0, "output": 98, "unit": "TOKENS", "totalCost": 0.000196}}, "timestamp": "2024-05-07T20:11:48.287077Z"}], "metadata": {"batch_size": 2, "sdk_integration": "litellm", "sdk_name": "python", "sdk_version": "2.27.0", "public_key": "pk-lf-47ddd17f-c73c-4edd-b92a-b28835843e66"}} to https://cloud.langfuse.com/api/public/ingestion +received response: {"errors":[],"successes":[{"id":"cab47524-1e1e-4404-b8bd-5f526895ac0c","status":201},{"id":"6bacab4d-822a-430f-85a9-4de1fa7ce259","status":201}]} +successfully uploaded batch of 2 items +Getting observations... None, None, None, None, litellm-test-d9136466-2e87-4afc-8367-dc51764251c7, None, GENERATION joining 1 consumer threads consumer thread 0 joined joining 1 consumer threads diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index d71738cc6..5a495550c 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -21,7 +21,7 @@ import pytest @pytest.fixture -def langfuse_client() -> "langfuse.Langfuse": +def langfuse_client(): import langfuse langfuse_client = langfuse.Langfuse( @@ -29,9 +29,12 @@ def langfuse_client() -> "langfuse.Langfuse": secret_key=os.environ["LANGFUSE_SECRET_KEY"], ) - with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client: + with patch( + "langfuse.Langfuse", MagicMock(return_value=langfuse_client) + ) as mock_langfuse_client: yield mock_langfuse_client() - + + def search_logs(log_file_path, num_good_logs=1): """ Searches the given log file for logs containing the "/api/public" string. @@ -143,7 +146,7 @@ def test_langfuse_logging_async(): pytest.fail(f"An exception occurred - {e}") -async def make_async_calls(metadata = None, **completion_kwargs): +async def make_async_calls(metadata=None, **completion_kwargs): tasks = [] for _ in range(5): tasks.append(create_async_task()) @@ -173,14 +176,14 @@ def create_async_task(**completion_kwargs): By default a standard set of arguments are used for the litellm.acompletion function. """ completion_args = { - "model": "azure/chatgpt-v-2", - "messages": [{"role": "user", "content": "This is a test"}], - "max_tokens": 5, - "temperature": 0.7, - "timeout": 5, - "user": "langfuse_latency_test_user", - "mock_response": "It's simple to use and easy to get started", - } + "model": "azure/chatgpt-v-2", + "messages": [{"role": "user", "content": "This is a test"}], + "max_tokens": 5, + "temperature": 0.7, + "timeout": 5, + "user": "langfuse_latency_test_user", + "mock_response": "It's simple to use and easy to get started", + } completion_args.update(completion_kwargs) return asyncio.create_task(litellm.acompletion(**completion_args)) @@ -195,7 +198,11 @@ async def test_langfuse_logging_without_request_response(stream, langfuse_client litellm.set_verbose = True litellm.turn_off_message_logging = True litellm.success_callback = ["langfuse"] - response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name}) + response = await create_async_task( + model="gpt-3.5-turbo", + stream=stream, + metadata={"trace_id": _unique_trace_name}, + ) print(response) if stream: async for chunk in response: @@ -232,49 +239,78 @@ async def test_langfuse_logging_metadata(langfuse_client): Tags is just set for the trace """ import uuid - + litellm.set_verbose = True litellm.success_callback = ["langfuse"] - + trace_identifiers = {} - expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"} - trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"} # Allows for setting the metadata on the trace + expected_filtered_metadata_keys = { + "trace_name", + "trace_id", + "existing_trace_id", + "trace_user_id", + "session_id", + "tags", + "generation_name", + "generation_id", + "prompt", + } + trace_metadata = { + "trace_actual_metadata_key": "trace_actual_metadata_value" + } # Allows for setting the metadata on the trace run_id = str(uuid.uuid4()) session_id = f"litellm-test-session-{run_id}" trace_common_metadata = { "session_id": session_id, "tags": ["litellm-test-tag1", "litellm-test-tag2"], - "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id + "update_trace_keys": [ + "output", + "trace_metadata", + ], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id "trace_metadata": trace_metadata, - "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation + "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation "trace_release": "litellm-test-release", "version": "litellm-test-version", } - for trace_num in range(1, 3): # Two traces + for trace_num in range(1, 3): # Two traces metadata = copy.deepcopy(trace_common_metadata) trace_id = f"litellm-test-trace{trace_num}-{run_id}" metadata["trace_id"] = trace_id metadata["trace_name"] = trace_id trace_identifiers[trace_id] = [] print(f"Trace: {trace_id}") - for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number + for generation_num in range( + 1, trace_num + 1 + ): # Each trace has a number of generations equal to its trace number metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}" - generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}" + generation_id = ( + f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}" + ) metadata["generation_id"] = generation_id metadata["generation_name"] = generation_id - metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys + metadata["trace_metadata"][ + "generation_id" + ] = generation_id # Update to test if trace_metadata is overwritten by update trace keys trace_identifiers[trace_id].append(generation_id) print(f"Generation: {generation_id}") - response = await create_async_task(model="gpt-3.5-turbo", + response = await create_async_task( + model="gpt-3.5-turbo", mock_response=f"{session_id}:{trace_id}:{generation_id}", - messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}], + messages=[ + { + "role": "user", + "content": f"{session_id}:{trace_id}:{generation_id}", + } + ], max_tokens=100, temperature=0.2, - metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it + metadata=copy.deepcopy( + metadata + ), # Every generation needs its own metadata, langfuse is not async/thread safe without it ) print(response) metadata["existing_trace_id"] = trace_id - + langfuse_client.flush() await asyncio.sleep(2) @@ -284,20 +320,31 @@ async def test_langfuse_logging_metadata(langfuse_client): assert trace.id == trace_id assert trace.session_id == session_id assert trace.metadata != trace_metadata - generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data)) + generations = list( + reversed(langfuse_client.get_generations(trace_id=trace_id).data) + ) assert len(generations) == len(generation_ids) - assert trace.input == generations[0].input # Should be set by the first generation - assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys - assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys + assert ( + trace.input == generations[0].input + ) # Should be set by the first generation + assert ( + trace.output == generations[-1].output + ) # Should be overwritten by the last generation according to update_trace_keys + assert ( + trace.metadata != generations[-1].metadata + ) # Should be overwritten by the last generation according to update_trace_keys assert trace.metadata["generation_id"] == generations[-1].id assert set(trace.tags).issuperset(trace_common_metadata["tags"]) print("trace_from_langfuse", trace) for generation_id, generation in zip(generation_ids, generations): assert generation.id == generation_id assert generation.trace_id == trace_id - assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys) + assert set(generation.metadata.keys()).isdisjoint( + expected_filtered_metadata_keys + ) print("generation_from_langfuse", generation) + @pytest.mark.skip(reason="beta test - checking langfuse output") def test_langfuse_logging(): try: @@ -657,7 +704,10 @@ def test_langfuse_existing_trace_id(): assert initial_langfuse_trace_dict == new_langfuse_trace_dict -@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai") +@pytest.mark.skipif( + condition=not os.environ.get("OPENAI_API_KEY", False), + reason="Authentication missing for openai", +) def test_langfuse_logging_tool_calling(): litellm.set_verbose = True From d5f93048cc7c7c0c073634da9fa3fef5c7780f56 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:15:30 -0700 Subject: [PATCH 084/161] docs - lowest cost routing --- docs/my-website/docs/routing.md | 53 ++++++++++++++++++++++++++++++++- 1 file changed, 52 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 020a3e185..2b28b925f 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -470,7 +470,7 @@ asyncio.run(router_acompletion()) -Picks a deployment based on the lowest cost. Cost is looked up in the LiteLLM Model cost map based on the provided `litellm_params["model"]` +Picks a deployment based on the lowest cost How this works: - Get all healthy deployments @@ -511,6 +511,57 @@ async def router_acompletion(): asyncio.run(router_acompletion()) ``` + + +#### Using Custom Input/Output pricing + +Set `litellm_params["input_cost_per_token"]` and `litellm_params["output_cost_per_token"]` for using custom pricing when routing + +```python +model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "input_cost_per_token": 0.00003, + "output_cost_per_token": 0.00003, + }, + "model_info": {"id": "chatgpt-v-experimental"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-1", + "input_cost_per_token": 0.000000001, + "output_cost_per_token": 0.00000001, + }, + "model_info": {"id": "chatgpt-v-1"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-5", + "input_cost_per_token": 10, + "output_cost_per_token": 12, + }, + "model_info": {"id": "chatgpt-v-5"}, + }, +] +# init router +router = Router(model_list=model_list, routing_strategy="cost-based-routing") +async def router_acompletion(): + response = await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}] + ) + print(response) + + print(response._hidden_params["model_id"]) # expect chatgpt-v-1, since chatgpt-v-1 has lowest cost + return response + +asyncio.run(router_acompletion()) +``` + From 429f5693603dc40d06bf48b335d5c590f7d855e1 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:17:32 -0700 Subject: [PATCH 085/161] test - lowest cost with custom pricing --- litellm/tests/test_lowest_cost_routing.py | 49 +++++++++++++++++++++++ 1 file changed, 49 insertions(+) diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py index 844ef5fd0..9e627b3b4 100644 --- a/litellm/tests/test_lowest_cost_routing.py +++ b/litellm/tests/test_lowest_cost_routing.py @@ -48,6 +48,55 @@ def test_get_available_deployments(): assert selected_model["model_info"]["id"] == "groq-llama" +def test_get_available_deployments_custom_price(): + from litellm._logging import verbose_router_logger + import logging + + verbose_router_logger.setLevel(logging.DEBUG) + test_cache = DualCache() + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "input_cost_per_token": 0.00003, + "output_cost_per_token": 0.00003, + }, + "model_info": {"id": "chatgpt-v-experimental"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-1", + "input_cost_per_token": 0.000000001, + "output_cost_per_token": 0.00000001, + }, + "model_info": {"id": "chatgpt-v-1"}, + }, + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-5", + "input_cost_per_token": 10, + "output_cost_per_token": 12, + }, + "model_info": {"id": "chatgpt-v-5"}, + }, + ] + lowest_cost_logger = LowestCostLoggingHandler( + router_cache=test_cache, model_list=model_list + ) + model_group = "gpt-3.5-turbo" + + ## CHECK WHAT'S SELECTED ## + selected_model = lowest_cost_logger.get_available_deployments( + model_group=model_group, healthy_deployments=model_list + ) + print("selected model: ", selected_model) + + assert selected_model["model_info"]["id"] == "chatgpt-v-1" + + @pytest.mark.asyncio async def test_lowest_cost_routing(): """ From b872da4e6fa42ad3f8afd865d0ffdc901e7d4bae Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 13:18:49 -0700 Subject: [PATCH 086/161] test: fix linting error --- litellm/tests/test_alangfuse.py | 116 +++++++++++++++++++++++--------- 1 file changed, 83 insertions(+), 33 deletions(-) diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index d71738cc6..5a495550c 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -21,7 +21,7 @@ import pytest @pytest.fixture -def langfuse_client() -> "langfuse.Langfuse": +def langfuse_client(): import langfuse langfuse_client = langfuse.Langfuse( @@ -29,9 +29,12 @@ def langfuse_client() -> "langfuse.Langfuse": secret_key=os.environ["LANGFUSE_SECRET_KEY"], ) - with patch("langfuse.Langfuse", MagicMock(return_value=langfuse_client)) as mock_langfuse_client: + with patch( + "langfuse.Langfuse", MagicMock(return_value=langfuse_client) + ) as mock_langfuse_client: yield mock_langfuse_client() - + + def search_logs(log_file_path, num_good_logs=1): """ Searches the given log file for logs containing the "/api/public" string. @@ -143,7 +146,7 @@ def test_langfuse_logging_async(): pytest.fail(f"An exception occurred - {e}") -async def make_async_calls(metadata = None, **completion_kwargs): +async def make_async_calls(metadata=None, **completion_kwargs): tasks = [] for _ in range(5): tasks.append(create_async_task()) @@ -173,14 +176,14 @@ def create_async_task(**completion_kwargs): By default a standard set of arguments are used for the litellm.acompletion function. """ completion_args = { - "model": "azure/chatgpt-v-2", - "messages": [{"role": "user", "content": "This is a test"}], - "max_tokens": 5, - "temperature": 0.7, - "timeout": 5, - "user": "langfuse_latency_test_user", - "mock_response": "It's simple to use and easy to get started", - } + "model": "azure/chatgpt-v-2", + "messages": [{"role": "user", "content": "This is a test"}], + "max_tokens": 5, + "temperature": 0.7, + "timeout": 5, + "user": "langfuse_latency_test_user", + "mock_response": "It's simple to use and easy to get started", + } completion_args.update(completion_kwargs) return asyncio.create_task(litellm.acompletion(**completion_args)) @@ -195,7 +198,11 @@ async def test_langfuse_logging_without_request_response(stream, langfuse_client litellm.set_verbose = True litellm.turn_off_message_logging = True litellm.success_callback = ["langfuse"] - response = await create_async_task(model="gpt-3.5-turbo", stream=stream, metadata={"trace_id": _unique_trace_name}) + response = await create_async_task( + model="gpt-3.5-turbo", + stream=stream, + metadata={"trace_id": _unique_trace_name}, + ) print(response) if stream: async for chunk in response: @@ -232,49 +239,78 @@ async def test_langfuse_logging_metadata(langfuse_client): Tags is just set for the trace """ import uuid - + litellm.set_verbose = True litellm.success_callback = ["langfuse"] - + trace_identifiers = {} - expected_filtered_metadata_keys = {"trace_name", "trace_id", "existing_trace_id", "trace_user_id", "session_id", "tags", "generation_name", "generation_id", "prompt"} - trace_metadata = {"trace_actual_metadata_key": "trace_actual_metadata_value"} # Allows for setting the metadata on the trace + expected_filtered_metadata_keys = { + "trace_name", + "trace_id", + "existing_trace_id", + "trace_user_id", + "session_id", + "tags", + "generation_name", + "generation_id", + "prompt", + } + trace_metadata = { + "trace_actual_metadata_key": "trace_actual_metadata_value" + } # Allows for setting the metadata on the trace run_id = str(uuid.uuid4()) session_id = f"litellm-test-session-{run_id}" trace_common_metadata = { "session_id": session_id, "tags": ["litellm-test-tag1", "litellm-test-tag2"], - "update_trace_keys": ["output", "trace_metadata"], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id + "update_trace_keys": [ + "output", + "trace_metadata", + ], # Overwrite the following fields in the trace with the last generation's output and the trace_user_id "trace_metadata": trace_metadata, - "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation + "gen_metadata_key": "gen_metadata_value", # Metadata key that should not be filtered in the generation "trace_release": "litellm-test-release", "version": "litellm-test-version", } - for trace_num in range(1, 3): # Two traces + for trace_num in range(1, 3): # Two traces metadata = copy.deepcopy(trace_common_metadata) trace_id = f"litellm-test-trace{trace_num}-{run_id}" metadata["trace_id"] = trace_id metadata["trace_name"] = trace_id trace_identifiers[trace_id] = [] print(f"Trace: {trace_id}") - for generation_num in range(1, trace_num + 1): # Each trace has a number of generations equal to its trace number + for generation_num in range( + 1, trace_num + 1 + ): # Each trace has a number of generations equal to its trace number metadata["trace_user_id"] = f"litellm-test-user{generation_num}-{run_id}" - generation_id = f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}" + generation_id = ( + f"litellm-test-trace{trace_num}-generation-{generation_num}-{run_id}" + ) metadata["generation_id"] = generation_id metadata["generation_name"] = generation_id - metadata["trace_metadata"]["generation_id"] = generation_id # Update to test if trace_metadata is overwritten by update trace keys + metadata["trace_metadata"][ + "generation_id" + ] = generation_id # Update to test if trace_metadata is overwritten by update trace keys trace_identifiers[trace_id].append(generation_id) print(f"Generation: {generation_id}") - response = await create_async_task(model="gpt-3.5-turbo", + response = await create_async_task( + model="gpt-3.5-turbo", mock_response=f"{session_id}:{trace_id}:{generation_id}", - messages=[{"role": "user", "content": f"{session_id}:{trace_id}:{generation_id}"}], + messages=[ + { + "role": "user", + "content": f"{session_id}:{trace_id}:{generation_id}", + } + ], max_tokens=100, temperature=0.2, - metadata=copy.deepcopy(metadata) # Every generation needs its own metadata, langfuse is not async/thread safe without it + metadata=copy.deepcopy( + metadata + ), # Every generation needs its own metadata, langfuse is not async/thread safe without it ) print(response) metadata["existing_trace_id"] = trace_id - + langfuse_client.flush() await asyncio.sleep(2) @@ -284,20 +320,31 @@ async def test_langfuse_logging_metadata(langfuse_client): assert trace.id == trace_id assert trace.session_id == session_id assert trace.metadata != trace_metadata - generations = list(reversed(langfuse_client.get_generations(trace_id=trace_id).data)) + generations = list( + reversed(langfuse_client.get_generations(trace_id=trace_id).data) + ) assert len(generations) == len(generation_ids) - assert trace.input == generations[0].input # Should be set by the first generation - assert trace.output == generations[-1].output # Should be overwritten by the last generation according to update_trace_keys - assert trace.metadata != generations[-1].metadata # Should be overwritten by the last generation according to update_trace_keys + assert ( + trace.input == generations[0].input + ) # Should be set by the first generation + assert ( + trace.output == generations[-1].output + ) # Should be overwritten by the last generation according to update_trace_keys + assert ( + trace.metadata != generations[-1].metadata + ) # Should be overwritten by the last generation according to update_trace_keys assert trace.metadata["generation_id"] == generations[-1].id assert set(trace.tags).issuperset(trace_common_metadata["tags"]) print("trace_from_langfuse", trace) for generation_id, generation in zip(generation_ids, generations): assert generation.id == generation_id assert generation.trace_id == trace_id - assert set(generation.metadata.keys()).isdisjoint(expected_filtered_metadata_keys) + assert set(generation.metadata.keys()).isdisjoint( + expected_filtered_metadata_keys + ) print("generation_from_langfuse", generation) + @pytest.mark.skip(reason="beta test - checking langfuse output") def test_langfuse_logging(): try: @@ -657,7 +704,10 @@ def test_langfuse_existing_trace_id(): assert initial_langfuse_trace_dict == new_langfuse_trace_dict -@pytest.mark.skipif(condition=not os.environ.get("OPENAI_API_KEY", False), reason="Authentication missing for openai") +@pytest.mark.skipif( + condition=not os.environ.get("OPENAI_API_KEY", False), + reason="Authentication missing for openai", +) def test_langfuse_logging_tool_calling(): litellm.set_verbose = True From f2766fddbfc743ab8be657694118d830551cb2bb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 13:42:58 -0700 Subject: [PATCH 087/161] fix(proxy_server.py): fix `/v1/models` bug where it would return empty list handle 'all-team-models' being set for a given key --- litellm/proxy/proxy_server.py | 8 +++++- tests/test_keys.py | 54 +++++++++++++++++++++++++++++++++++ 2 files changed, 61 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c22b381e2..bb0734e1d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -227,6 +227,10 @@ class UserAPIKeyCacheTTLEnum(enum.Enum): global_proxy_spend = 60 +class SpecialModelNames(enum.Enum): + all_team_models = "all-team-models" + + @app.exception_handler(ProxyException) async def openai_exception_handler(request: Request, exc: ProxyException): # NOTE: DO NOT MODIFY THIS, its crucial to map to Openai exceptions @@ -3436,7 +3440,9 @@ def model_list( all_models = [] if len(user_api_key_dict.models) > 0: all_models = user_api_key_dict.models - else: + if SpecialModelNames.all_team_models.value in all_models: + all_models = user_api_key_dict.team_models + if len(all_models) == 0: # has all proxy models ## if no specific model access if general_settings.get("infer_model_from_keys", False): all_models = litellm.utils.get_valid_models() diff --git a/tests/test_keys.py b/tests/test_keys.py index 3af7dea66..89dadce36 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -62,6 +62,7 @@ async def generate_key( models=["azure-models", "gpt-4", "dall-e-3"], max_parallel_requests: Optional[int] = None, user_id: Optional[str] = None, + team_id: Optional[str] = None, calling_key="sk-1234", ): url = "http://0.0.0.0:4000/key/generate" @@ -77,6 +78,7 @@ async def generate_key( "budget_duration": budget_duration, "max_parallel_requests": max_parallel_requests, "user_id": user_id, + "team_id": team_id, } print(f"data: {data}") @@ -355,6 +357,29 @@ async def get_key_info(session, call_key, get_key=None): return await response.json() +async def get_model_list(session, call_key): + """ + Make sure only models user has access to are returned + """ + url = "http://0.0.0.0:4000/v1/models" + headers = { + "Authorization": f"Bearer {call_key}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception( + f"Request did not return a 200 status code: {status}. Responses {response_text}" + ) + return await response.json() + + async def get_model_info(session, call_key): """ Make sure only models user has access to are returned @@ -719,3 +744,32 @@ async def test_key_delete_ui(): get_key=key, auth_key=admin_ui_key["key"], ) + + +@pytest.mark.parametrize("model_access", ["all-team-models", "gpt-3.5-turbo"]) +@pytest.mark.asyncio +async def test_key_model_list(model_access): + """ + Test if `/v1/models` works as expected. + """ + async with aiohttp.ClientSession() as session: + new_team = await generate_team(session=session) + team_id = new_team["team_id"] + key_gen = await generate_key( + session=session, + i=0, + team_id=team_id, + models=[] if model_access == "all-team-models" else [model_access], + ) + key = key_gen["key"] + print(f"key: {key}") + + model_list = await get_model_list(session=session, call_key=key) + print(f"model_list: {model_list}") + + if model_access == "all-team-models": + assert not isinstance(model_list["data"][0]["id"], list) + assert isinstance(model_list["data"][0]["id"], str) + if model_access == "gpt-3.5-turbo": + assert len(model_list["data"]) == 1 + assert model_list["data"][0]["id"] == model_access From f210318bf1acca6dde4559dc0d2e706056cfbb2c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 13:47:32 -0700 Subject: [PATCH 088/161] fix(proxy_server.py): return budget duration in user response object --- litellm/proxy/proxy_server.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index bb0734e1d..94a32d062 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5924,6 +5924,7 @@ async def new_user(data: NewUserRequest): models=response.get("models", None), tpm_limit=response.get("tpm_limit", None), rpm_limit=response.get("rpm_limit", None), + budget_duration=response.get("budget_duration", None), ) From 6983e7a84f0ff58689cfd9212950b7d66a891e5d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:51:50 -0700 Subject: [PATCH 089/161] feat - make lowest_cost pure async --- litellm/router.py | 20 +++++++++++--------- litellm/router_strategy/lowest_cost.py | 22 +++++++++++++++------- 2 files changed, 26 insertions(+), 16 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 99e2435ac..3f2bef476 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -2958,6 +2958,7 @@ class Router: if ( self.routing_strategy != "usage-based-routing-v2" and self.routing_strategy != "simple-shuffle" + and self.routing_strategy != "cost-based-routing" ): # prevent regressions for other routing strategies, that don't have async get available deployments implemented. return self.get_available_deployment( model=model, @@ -3014,6 +3015,16 @@ class Router: messages=messages, input=input, ) + if ( + self.routing_strategy == "cost-based-routing" + and self.lowestcost_logger is not None + ): + deployment = await self.lowestcost_logger.async_get_available_deployments( + model_group=model, + healthy_deployments=healthy_deployments, + messages=messages, + input=input, + ) elif self.routing_strategy == "simple-shuffle": # if users pass rpm or tpm, we do a random weighted pick - based on rpm/tpm ############## Check if we can do a RPM/TPM based weighted pick ################# @@ -3184,15 +3195,6 @@ class Router: messages=messages, input=input, ) - elif ( - self.routing_strategy == "cost-based-routing" - and self.lowestcost_logger is not None - ): - deployment = self.lowestcost_logger.get_available_deployments( - model_group=model, - healthy_deployments=healthy_deployments, - request_kwargs=request_kwargs, - ) if deployment is None: verbose_router_logger.info( f"get_available_deployment for model: {model}, No deployment available" diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index 44b49378d..2d010fb4f 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -40,7 +40,7 @@ class LowestCostLoggingHandler(CustomLogger): self.router_cache = router_cache self.model_list = model_list - def log_success_event(self, kwargs, response_obj, start_time, end_time): + async def log_success_event(self, kwargs, response_obj, start_time, end_time): try: """ Update usage on success @@ -90,7 +90,11 @@ class LowestCostLoggingHandler(CustomLogger): # Update usage # ------------ - request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + request_count_dict = ( + await self.router_cache.async_get_cache(key=cost_key) or {} + ) + + # check local result first if id not in request_count_dict: request_count_dict[id] = {} @@ -111,7 +115,9 @@ class LowestCostLoggingHandler(CustomLogger): request_count_dict[id][precise_minute].get("rpm", 0) + 1 ) - self.router_cache.set_cache(key=cost_key, value=request_count_dict) + await self.router_cache.async_set_cache( + key=cost_key, value=request_count_dict + ) ### TESTING ### if self.test_flag: @@ -172,7 +178,9 @@ class LowestCostLoggingHandler(CustomLogger): # Update usage # ------------ - request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + request_count_dict = ( + await self.router_cache.async_get_cache(key=cost_key) or {} + ) if id not in request_count_dict: request_count_dict[id] = {} @@ -189,7 +197,7 @@ class LowestCostLoggingHandler(CustomLogger): request_count_dict[id][precise_minute].get("rpm", 0) + 1 ) - self.router_cache.set_cache( + await self.router_cache.async_set_cache( key=cost_key, value=request_count_dict ) # reset map within window @@ -200,7 +208,7 @@ class LowestCostLoggingHandler(CustomLogger): traceback.print_exc() pass - def get_available_deployments( + async def async_get_available_deployments( self, model_group: str, healthy_deployments: list, @@ -213,7 +221,7 @@ class LowestCostLoggingHandler(CustomLogger): """ cost_key = f"{model_group}_map" - request_count_dict = self.router_cache.get_cache(key=cost_key) or {} + request_count_dict = await self.router_cache.async_get_cache(key=cost_key) or {} # ----------------------- # Find lowest used model From 8644aec8d302ffbd9e89d21fdf1b20362b28e406 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 13:52:34 -0700 Subject: [PATCH 090/161] test - lowest cost router --- litellm/tests/test_lowest_cost_routing.py | 27 +++++++++++++---------- 1 file changed, 15 insertions(+), 12 deletions(-) diff --git a/litellm/tests/test_lowest_cost_routing.py b/litellm/tests/test_lowest_cost_routing.py index 9e627b3b4..217b4a970 100644 --- a/litellm/tests/test_lowest_cost_routing.py +++ b/litellm/tests/test_lowest_cost_routing.py @@ -20,7 +20,8 @@ from litellm.caching import DualCache ### UNIT TESTS FOR cost ROUTING ### -def test_get_available_deployments(): +@pytest.mark.asyncio +async def test_get_available_deployments(): test_cache = DualCache() model_list = [ { @@ -40,7 +41,7 @@ def test_get_available_deployments(): model_group = "gpt-3.5-turbo" ## CHECK WHAT'S SELECTED ## - selected_model = lowest_cost_logger.get_available_deployments( + selected_model = await lowest_cost_logger.async_get_available_deployments( model_group=model_group, healthy_deployments=model_list ) print("selected model: ", selected_model) @@ -48,7 +49,8 @@ def test_get_available_deployments(): assert selected_model["model_info"]["id"] == "groq-llama" -def test_get_available_deployments_custom_price(): +@pytest.mark.asyncio +async def test_get_available_deployments_custom_price(): from litellm._logging import verbose_router_logger import logging @@ -89,7 +91,7 @@ def test_get_available_deployments_custom_price(): model_group = "gpt-3.5-turbo" ## CHECK WHAT'S SELECTED ## - selected_model = lowest_cost_logger.get_available_deployments( + selected_model = await lowest_cost_logger.async_get_available_deployments( model_group=model_group, healthy_deployments=model_list ) print("selected model: ", selected_model) @@ -142,7 +144,7 @@ async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration): response_obj = {"usage": {"total_tokens": tokens_used}} time.sleep(duration) end_time = time.time() - lowest_cost_logger.log_success_event( + await lowest_cost_logger.async_log_success_event( response_obj=response_obj, kwargs=kwargs, start_time=start_time, @@ -150,14 +152,11 @@ async def _deploy(lowest_cost_logger, deployment_id, tokens_used, duration): ) -async def _gather_deploy(all_deploys): - return await asyncio.gather(*[_deploy(*t) for t in all_deploys]) - - @pytest.mark.parametrize( "ans_rpm", [1, 5] ) # 1 should produce nothing, 10 should select first -def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm): +@pytest.mark.asyncio +async def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm): """ Pass in list of 2 valid models @@ -193,9 +192,13 @@ def test_get_available_endpoints_tpm_rpm_check_async(ans_rpm): model_group = "gpt-3.5-turbo" d1 = [(lowest_cost_logger, "1234", 50, 0.01)] * non_ans_rpm d2 = [(lowest_cost_logger, "5678", 50, 0.01)] * non_ans_rpm - asyncio.run(_gather_deploy([*d1, *d2])) + + await asyncio.gather(*[_deploy(*t) for t in [*d1, *d2]]) + + asyncio.sleep(3) + ## CHECK WHAT'S SELECTED ## - d_ans = lowest_cost_logger.get_available_deployments( + d_ans = await lowest_cost_logger.async_get_available_deployments( model_group=model_group, healthy_deployments=model_list ) assert (d_ans and d_ans["model_info"]["id"]) == ans From 32f3e032e97beabf17b5595a72972eccce7b2640 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 15:10:47 -0700 Subject: [PATCH 091/161] feat - send slack alerts litellm.router --- litellm/integrations/slack_alerting.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index 5546f7c33..b6e2f7ba5 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -796,6 +796,14 @@ Model Info: updated_at=litellm.utils.get_utc_datetime(), ) ) + if "llm_exceptions" in self.alert_types: + original_exception = kwargs.get("exception", None) + + await self.send_alert( + message="LLM API Failure - " + str(original_exception), + level="High", + alert_type="llm_exceptions", + ) async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool: """ From b1230dd9194f8daa7985c0771957cc4819899f5f Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 15:12:21 -0700 Subject: [PATCH 092/161] test - slack alerts on router --- litellm/tests/test_alerting.py | 67 ++++++++++++++++++++++++++++++++++ 1 file changed, 67 insertions(+) diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py index 3734c29d2..06921d8d6 100644 --- a/litellm/tests/test_alerting.py +++ b/litellm/tests/test_alerting.py @@ -313,3 +313,70 @@ async def test_daily_reports_redis_cache_scheduler(): # second call - expect empty await slack_alerting._run_scheduler_helper(llm_router=router) + + +@pytest.mark.asyncio +async def test_send_llm_exception(slack_alerting): + with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert: + litellm.callbacks = [slack_alerting] + + # on async success + router = litellm.Router( + model_list=[ + { + "model_name": "gpt-5", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "bad_key", + }, + } + ] + ) + try: + await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + except: + pass + + await asyncio.sleep(3) + + mock_send_alert.assert_awaited_once() + + +@pytest.mark.asyncio +@pytest.mark.skip(reason="Local test. Test if slack alerts are sent.") +async def test_send_llm_exception_to_slack(): + from litellm.integrations.slack_alerting import SlackAlerting + + new_alerting = SlackAlerting( + alerting_threshold=0.00002, + alerting=["slack"], + alert_types=["llm_exceptions", "llm_requests_hanging", "llm_too_slow"], + ) + + litellm.callbacks = [new_alerting] + litellm.set_verbose = True + + # on async success + router = litellm.Router( + model_list=[ + { + "model_name": "gpt-5", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "bad_key", + }, + } + ] + ) + try: + await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + except: + pass + + await asyncio.sleep(3) From 5fd3b12d34993bbe4aa8974e7d207b90c1ad1358 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 17:46:18 -0700 Subject: [PATCH 093/161] add router alerting type --- litellm/types/router.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/litellm/types/router.py b/litellm/types/router.py index 4a62a267e..d79fb2e2e 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -346,3 +346,19 @@ class RetryPolicy(BaseModel): RateLimitErrorRetries: Optional[int] = None ContentPolicyViolationErrorRetries: Optional[int] = None InternalServerErrorRetries: Optional[int] = None + + +class RouterAlerting(BaseModel): + """ + Use this configure alerting for the router. Receive alerts on the following events + - LLM API Exceptions + - LLM Responses Too Slow + - LLM Requests Hanging + + Args: + webhook_url: Optional[str] = None - webhook url for alerting + alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds) + """ + + webhook_url: Optional[str] = None + alerting_threshold: Optional[float] = None From c08352a0ce278d47b7423576813e43997b5c9624 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 18:03:04 -0700 Subject: [PATCH 094/161] router- initialize alerting --- litellm/router.py | 24 +++++++++++++++++++++++- litellm/types/router.py | 8 ++++---- 2 files changed, 27 insertions(+), 5 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 3f2bef476..ddb006d52 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -44,6 +44,7 @@ from litellm.types.router import ( updateDeployment, updateLiteLLMParams, RetryPolicy, + AlertingConfig, ) from litellm.integrations.custom_logger import CustomLogger @@ -103,6 +104,7 @@ class Router: ] = "simple-shuffle", routing_strategy_args: dict = {}, # just for latency-based routing semaphore: Optional[asyncio.Semaphore] = None, + alerting_config: Optional[AlertingConfig] = None, ) -> None: """ Initialize the Router class with the given parameters for caching, reliability, and routing strategy. @@ -131,7 +133,7 @@ class Router: cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1. routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing", "cost-based-routing"]): Routing strategy. Defaults to "simple-shuffle". routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}. - + alerting_config (AlertingConfig): Slack alerting configuration. Defaults to None. Returns: Router: An instance of the litellm.Router class. @@ -316,6 +318,9 @@ class Router: self.model_group_retry_policy: Optional[Dict[str, RetryPolicy]] = ( model_group_retry_policy ) + self.alerting_config: Optional[AlertingConfig] = alerting_config + if self.alerting_config is not None: + self._initialize_alerting() def routing_strategy_init(self, routing_strategy: str, routing_strategy_args: dict): if routing_strategy == "least-busy": @@ -3320,6 +3325,23 @@ class Router: ): return retry_policy.ContentPolicyViolationErrorRetries + def _initialize_alerting(self): + from litellm.integrations.slack_alerting import SlackAlerting + + router_alerting_config: AlertingConfig = self.alerting_config + + _slack_alerting_logger = SlackAlerting( + alerting_threshold=router_alerting_config.alerting_threshold, + alerting=["slack"], + default_webhook_url=router_alerting_config.webhook_url, + ) + + litellm.callbacks.append(_slack_alerting_logger) + litellm.success_callback.append( + _slack_alerting_logger.response_taking_too_long_callback + ) + print("\033[94m\nInitialized Alerting for litellm.Router\033[0m\n") # noqa + def flush_cache(self): litellm.cache = None self.cache.flush_cache() diff --git a/litellm/types/router.py b/litellm/types/router.py index d79fb2e2e..f3fa89324 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -348,7 +348,7 @@ class RetryPolicy(BaseModel): InternalServerErrorRetries: Optional[int] = None -class RouterAlerting(BaseModel): +class AlertingConfig(BaseModel): """ Use this configure alerting for the router. Receive alerts on the following events - LLM API Exceptions @@ -356,9 +356,9 @@ class RouterAlerting(BaseModel): - LLM Requests Hanging Args: - webhook_url: Optional[str] = None - webhook url for alerting + webhook_url: str - webhook url for alerting, slack provides a webhook url to send alerts to alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds) """ - webhook_url: Optional[str] = None - alerting_threshold: Optional[float] = None + webhook_url: str + alerting_threshold: Optional[float] = 300 From e8053c3d0bd6fbceb40e8d0a5bb8a6b341a5c3b2 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 18:17:12 -0700 Subject: [PATCH 095/161] fix slack alerting --- litellm/integrations/slack_alerting.py | 16 ++++++++++++---- 1 file changed, 12 insertions(+), 4 deletions(-) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index b6e2f7ba5..d974cfbd3 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -68,11 +68,15 @@ class SlackAlertingCacheKeys(Enum): class SlackAlerting(CustomLogger): + """ + Class for sending Slack Alerts + """ + # Class variables or attributes def __init__( self, internal_usage_cache: Optional[DualCache] = None, - alerting_threshold: float = 300, + alerting_threshold: float = 300, # threshold for slow / hanging llm responses (in seconds) alerting: Optional[List] = [], alert_types: Optional[ List[ @@ -97,6 +101,7 @@ class SlackAlerting(CustomLogger): Dict ] = None, # if user wants to separate alerts to diff channels alerting_args={}, + default_webhook_url: Optional[str] = None, ): self.alerting_threshold = alerting_threshold self.alerting = alerting @@ -106,6 +111,7 @@ class SlackAlerting(CustomLogger): self.alert_to_webhook_url = alert_to_webhook_url self.is_running = False self.alerting_args = SlackAlertingArgs(**alerting_args) + self.default_webhook_url = default_webhook_url def update_values( self, @@ -302,7 +308,7 @@ class SlackAlerting(CustomLogger): except Exception as e: return 0 - async def send_daily_reports(self, router: litellm.Router) -> bool: + async def send_daily_reports(self, router) -> bool: """ Send a daily report on: - Top 5 deployments with most failed requests @@ -740,6 +746,8 @@ Model Info: and alert_type in self.alert_to_webhook_url ): slack_webhook_url = self.alert_to_webhook_url[alert_type] + elif self.default_webhook_url is not None: + slack_webhook_url = self.default_webhook_url else: slack_webhook_url = os.getenv("SLACK_WEBHOOK_URL", None) @@ -805,7 +813,7 @@ Model Info: alert_type="llm_exceptions", ) - async def _run_scheduler_helper(self, llm_router: litellm.Router) -> bool: + async def _run_scheduler_helper(self, llm_router) -> bool: """ Returns: - True -> report sent @@ -847,7 +855,7 @@ Model Info: return report_sent_bool - async def _run_scheduled_daily_report(self, llm_router: Optional[litellm.Router]): + async def _run_scheduled_daily_report(self, llm_router: Optional[Any] = None): """ If 'daily_reports' enabled From d46544d2bc83d87df66cd978f887be7c4ecf0b34 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 18:26:45 -0700 Subject: [PATCH 096/161] docs setup alerting on router --- docs/my-website/docs/routing.md | 40 +++++++++++++++++++++++++++++++++ 1 file changed, 40 insertions(+) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 2b28b925f..f1f6febec 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -1086,6 +1086,46 @@ async def test_acompletion_caching_on_router_caching_groups(): asyncio.run(test_acompletion_caching_on_router_caching_groups()) ``` +## Alerting 🚨 + +Send alerts to slack / your webhook url for the following events +- LLM API Exceptions +- Slow LLM Responses + +Get a slack webhook url from https://api.slack.com/messaging/webhooks + +#### Usage +Initialize an `AlertingConfig` and pass it to `litellm.Router`. The following code will trigger an alert because `api_key=bad-key` which is invalid + +```python +from litellm.router import AlertingConfig +import litellm +import os + +router = litellm.Router( + model_list=[ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "bad_key", + }, + } + ], + alerting_config= AlertingConfig( + alerting_threshold=10, # threshold for slow / hanging llm responses (in seconds). Defaults to 300 seconds + webhook_url= os.getenv("SLACK_WEBHOOK_URL") # webhook you want to send alerts to + ), +) +try: + await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) +except: + pass +``` + ## Track cost for Azure Deployments **Problem**: Azure returns `gpt-4` in the response when `azure/gpt-4-1106-preview` is used. This leads to inaccurate cost tracking From dc742044276de5e85086b5fbc86ba996d6baf47c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 18:27:49 -0700 Subject: [PATCH 097/161] fix typo --- litellm/types/router.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/types/router.py b/litellm/types/router.py index f3fa89324..6ab83cec2 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -357,7 +357,7 @@ class AlertingConfig(BaseModel): Args: webhook_url: str - webhook url for alerting, slack provides a webhook url to send alerts to - alerting_threshold: Optional[float] = None - threhshold for slow / hanging llm responses (in seconds) + alerting_threshold: Optional[float] = None - threshold for slow / hanging llm responses (in seconds) """ webhook_url: str From 312249ca4443319055c3ccd973c484e72b7f6586 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 18:29:14 -0700 Subject: [PATCH 098/161] feat(ui/model_dashboard.tsx): show if model is config or db model --- litellm/proxy/proxy_server.py | 21 +++++++++++++++---- litellm/router.py | 14 +++++++++++-- litellm/types/router.py | 5 ++++- .../src/components/model_dashboard.tsx | 10 ++++++++- 4 files changed, 42 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 94a32d062..cd537d1fd 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2516,20 +2516,21 @@ class ProxyConfig: router = litellm.Router(**router_params) # type:ignore return router, model_list, general_settings - def get_model_info_with_id(self, model) -> RouterModelInfo: + def get_model_info_with_id(self, model, db_model=False) -> RouterModelInfo: """ Common logic across add + delete router models Parameters: - deployment + - db_model -> flag for differentiating model stored in db vs. config -> used on UI Return model info w/ id """ if model.model_info is not None and isinstance(model.model_info, dict): if "id" not in model.model_info: model.model_info["id"] = model.model_id - _model_info = RouterModelInfo(**model.model_info) + _model_info = RouterModelInfo(**model.model_info, db_model=db_model) else: - _model_info = RouterModelInfo(id=model.model_id) + _model_info = RouterModelInfo(id=model.model_id, db_model=db_model) return _model_info async def _delete_deployment(self, db_models: list) -> int: @@ -2624,7 +2625,9 @@ class ProxyConfig: f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}" ) continue # skip to next model - _model_info = self.get_model_info_with_id(model=m) + _model_info = self.get_model_info_with_id( + model=m, db_model=True + ) ## 👈 FLAG = True for db_models added = llm_router.add_deployment( deployment=Deployment( @@ -7432,6 +7435,16 @@ async def update_model( ) ) if _existing_litellm_params is None: + if ( + llm_router is not None + and llm_router.get_deployment(model_id=_model_id) is not None + ): + raise HTTPException( + status_code=400, + detail={ + "error": "Can't edit model. Model in config. Store model in db via `/model/new`. to edit." + }, + ) raise Exception("model not found") _existing_litellm_params_dict = dict( _existing_litellm_params.litellm_params diff --git a/litellm/router.py b/litellm/router.py index 99e2435ac..ab8bd4723 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -2590,11 +2590,21 @@ class Router: except: return None - def get_deployment(self, model_id: str): + def get_deployment(self, model_id: str) -> Optional[Deployment]: + """ + Returns -> Deployment or None + + Raise Exception -> if model found in invalid format + """ for model in self.model_list: if "model_info" in model and "id" in model["model_info"]: if model_id == model["model_info"]["id"]: - return model + if isinstance(model, dict): + return Deployment(**model) + elif isinstance(model, Deployment): + return model + else: + raise Exception("Model invalid format - {}".format(type(model))) return None def get_model_info(self, id: str) -> Optional[dict]: diff --git a/litellm/types/router.py b/litellm/types/router.py index 4a62a267e..93c798722 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -1,6 +1,6 @@ from typing import List, Optional, Union, Dict, Tuple, Literal import httpx -from pydantic import BaseModel, validator +from pydantic import BaseModel, validator, Field from .completion import CompletionRequest from .embedding import EmbeddingRequest import uuid, enum @@ -70,6 +70,9 @@ class ModelInfo(BaseModel): id: Optional[ str ] # Allow id to be optional on input, but it will always be present as a str in the model instance + db_model: bool = ( + False # used for proxy - to separate models which are stored in the db vs. config. + ) def __init__(self, id: Optional[Union[str, int]] = None, **params): if id is None: diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 6e207b430..d66a73485 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -37,7 +37,7 @@ import { Badge, BadgeDelta, Button } from "@tremor/react"; import RequestAccess from "./request_model_access"; import { Typography } from "antd"; import TextArea from "antd/es/input/TextArea"; -import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon } from "@heroicons/react/outline"; +import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon, CheckCircleIcon, XCircleIcon } from "@heroicons/react/outline"; import DeleteModelButton from "./delete_model_button"; const { Title: Title2, Link } = Typography; import { UploadOutlined } from '@ant-design/icons'; @@ -921,6 +921,7 @@ const handleEditSubmit = async (formValues: Record) => { Input Price per token ($) Output Price per token ($) Max Tokens + Status @@ -929,6 +930,7 @@ const handleEditSubmit = async (formValues: Record) => { selectedModelGroup === "all" || model.model_name === selectedModelGroup || selectedModelGroup === null || selectedModelGroup === undefined || selectedModelGroup === "" ) .map((model: any, index: number) => ( + {model.model_name} @@ -958,6 +960,12 @@ const handleEditSubmit = async (formValues: Record) => { {model.input_cost} {model.output_cost} {model.max_tokens} + + { + model.model_info.db_model ? DB Model : Config Model + } + + Date: Tue, 7 May 2024 19:04:25 -0700 Subject: [PATCH 099/161] test - slack alerting on litellm router --- litellm/tests/test_alerting.py | 65 ++++++++++++---------------------- 1 file changed, 22 insertions(+), 43 deletions(-) diff --git a/litellm/tests/test_alerting.py b/litellm/tests/test_alerting.py index 06921d8d6..b3232cae1 100644 --- a/litellm/tests/test_alerting.py +++ b/litellm/tests/test_alerting.py @@ -18,6 +18,10 @@ from unittest.mock import patch, MagicMock from litellm.utils import get_api_base from litellm.caching import DualCache from litellm.integrations.slack_alerting import SlackAlerting, DeploymentMetrics +import unittest.mock +from unittest.mock import AsyncMock +import pytest +from litellm.router import AlertingConfig, Router @pytest.mark.parametrize( @@ -315,61 +319,31 @@ async def test_daily_reports_redis_cache_scheduler(): await slack_alerting._run_scheduler_helper(llm_router=router) -@pytest.mark.asyncio -async def test_send_llm_exception(slack_alerting): - with patch.object(slack_alerting, "send_alert", new=AsyncMock()) as mock_send_alert: - litellm.callbacks = [slack_alerting] - - # on async success - router = litellm.Router( - model_list=[ - { - "model_name": "gpt-5", - "litellm_params": { - "model": "gpt-3.5-turbo", - "api_key": "bad_key", - }, - } - ] - ) - try: - await router.acompletion( - model="gpt-3.5-turbo", - messages=[{"role": "user", "content": "Hey, how's it going?"}], - ) - except: - pass - - await asyncio.sleep(3) - - mock_send_alert.assert_awaited_once() - - @pytest.mark.asyncio @pytest.mark.skip(reason="Local test. Test if slack alerts are sent.") async def test_send_llm_exception_to_slack(): - from litellm.integrations.slack_alerting import SlackAlerting - - new_alerting = SlackAlerting( - alerting_threshold=0.00002, - alerting=["slack"], - alert_types=["llm_exceptions", "llm_requests_hanging", "llm_too_slow"], - ) - - litellm.callbacks = [new_alerting] - litellm.set_verbose = True + from litellm.router import AlertingConfig # on async success router = litellm.Router( model_list=[ { - "model_name": "gpt-5", + "model_name": "gpt-3.5-turbo", "litellm_params": { "model": "gpt-3.5-turbo", "api_key": "bad_key", }, - } - ] + }, + { + "model_name": "gpt-5-good", + "litellm_params": { + "model": "gpt-3.5-turbo", + }, + }, + ], + alerting_config=AlertingConfig( + alerting_threshold=0.5, webhook_url=os.getenv("SLACK_WEBHOOK_URL") + ), ) try: await router.acompletion( @@ -379,4 +353,9 @@ async def test_send_llm_exception_to_slack(): except: pass + await router.acompletion( + model="gpt-5-good", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + await asyncio.sleep(3) From 6e72857cf75677191fbf49a34ae6f548e6daa07c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 19:15:58 -0700 Subject: [PATCH 100/161] fix model cost map --- ...model_prices_and_context_window_backup.json | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index a6c233b99..10c70a858 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -739,6 +739,24 @@ "litellm_provider": "mistral", "mode": "embedding" }, + "deepseek-chat": { + "max_tokens": 4096, + "max_input_tokens": 32000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00000014, + "output_cost_per_token": 0.00000028, + "litellm_provider": "deepseek", + "mode": "chat" + }, + "deepseek-coder": { + "max_tokens": 4096, + "max_input_tokens": 16000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00000014, + "output_cost_per_token": 0.00000028, + "litellm_provider": "deepseek", + "mode": "chat" + }, "groq/llama2-70b-4096": { "max_tokens": 4096, "max_input_tokens": 4096, From f45feff13c80f34635c17430aa424594c4d4226f Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 19:16:32 -0700 Subject: [PATCH 101/161] =?UTF-8?q?bump:=20version=201.36.1=20=E2=86=92=20?= =?UTF-8?q?1.36.2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 649916fda..39071a5b6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.36.1" +version = "1.36.2" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.36.1" +version = "1.36.2" version_files = [ "pyproject.toml:^version" ] From 21d3407b9571ccdcc607fc8224fc733f938990dc Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Tue, 7 May 2024 19:48:46 -0700 Subject: [PATCH 102/161] fix replicate test --- litellm/tests/test_completion.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 471ebfee6..32b65faea 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -2168,9 +2168,9 @@ def test_completion_replicate_vicuna(): def test_replicate_custom_prompt_dict(): litellm.set_verbose = True - model_name = "replicate/meta/llama-2-70b-chat" + model_name = "replicate/meta/llama-2-7b" litellm.register_prompt_template( - model="replicate/meta/llama-2-70b-chat", + model="replicate/meta/llama-2-7b", initial_prompt_value="You are a good assistant", # [OPTIONAL] roles={ "system": { @@ -2200,6 +2200,7 @@ def test_replicate_custom_prompt_dict(): repetition_penalty=0.1, num_retries=3, ) + except litellm.APIError as e: pass except litellm.APIConnectionError as e: @@ -3016,6 +3017,7 @@ async def test_acompletion_gemini(): else: pytest.fail(f"Error occurred: {e}") + # Deepseek tests def test_completion_deepseek(): litellm.set_verbose = True From 5a16bec6a138e3c743317885bc88de82911d38a3 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 20:57:21 -0700 Subject: [PATCH 103/161] feat(model_dashboard.tsx): allow user to edit input cost per token for model on ui also contains fixes for `/model/update` --- litellm/proxy/_experimental/out/404.html | 2 +- .../static/chunks/142-11990a208bf93746.js | 32 -------------- .../static/chunks/319-4467f3d35ad11cf1.js | 32 ++++++++++++++ .../chunks/app/layout-3cc8192d7f94ae35.js | 1 + .../chunks/app/layout-cfe6a9aa81aafb27.js | 1 - .../chunks/app/page-da99952c71eeb401.js | 1 + .../chunks/app/page-df6123fdb38c9b0d.js | 1 - .../chunks/main-app-096338c8e1915716.js | 2 +- .../chunks/main-app-9b4fb13a7db53edf.js | 1 - ...67e0020.js => webpack-d85d62a2bbfac48f.js} | 2 +- .../out/_next/static/css/7de0c97d470f519f.css | 5 +++ .../out/_next/static/css/91264d1b81b58743.css | 5 --- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 litellm/proxy/_experimental/out/index.html | 2 +- litellm/proxy/_experimental/out/index.txt | 4 +- litellm/proxy/proxy_server.py | 43 ++++++++++++++++--- litellm/router.py | 32 ++++++++++++++ litellm/types/router.py | 29 +++++-------- ui/litellm-dashboard/out/404.html | 2 +- .../static/chunks/142-11990a208bf93746.js | 32 -------------- .../chunks/app/layout-cfe6a9aa81aafb27.js | 1 - .../chunks/app/page-df6123fdb38c9b0d.js | 1 - .../static/chunks/webpack-cfde7590f67e0020.js | 1 - .../out/_next/static/css/91264d1b81b58743.css | 5 --- .../u7rM4cBDmVnacAN_shjp6/_buildManifest.js | 1 - .../u7rM4cBDmVnacAN_shjp6/_ssgManifest.js | 1 - 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404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

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Subject: [PATCH 105/161] test: fix test --- litellm/tests/test_proxy_custom_logger.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/tests/test_proxy_custom_logger.py b/litellm/tests/test_proxy_custom_logger.py index 64ed08897..5496b6c83 100644 --- a/litellm/tests/test_proxy_custom_logger.py +++ b/litellm/tests/test_proxy_custom_logger.py @@ -117,6 +117,7 @@ def test_embedding(client): "input_cost_per_token": 0.002, "mode": "embedding", "id": "hello", + "db_model": False, } result = response.json() print(f"Received response: {result}") @@ -191,6 +192,7 @@ def test_chat_completion(client): "id": "gm", "input_cost_per_token": 0.0002, "mode": "chat", + "db_model": False, } assert proxy_server_request_object == { "url": "http://testserver/chat/completions", From f45954d154474627f26248db610d9b6187e08324 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 21:31:03 -0700 Subject: [PATCH 106/161] test(test_config.py): fix test --- litellm/tests/test_config.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_config.py b/litellm/tests/test_config.py index 800f0693e..e38187e0e 100644 --- a/litellm/tests/test_config.py +++ b/litellm/tests/test_config.py @@ -140,6 +140,8 @@ async def test_add_existing_deployment(): deployment_2.to_json(exclude_none=True), ] ) + + init_len_list = len(llm_router.model_list) print(f"llm_router: {llm_router}") master_key = "sk-1234" setattr(litellm.proxy.proxy_server, "llm_router", llm_router) @@ -164,7 +166,7 @@ async def test_add_existing_deployment(): db_models = [db_model] num_added = pc._add_deployment(db_models=db_models) - assert num_added == 0 + assert init_len_list == len(llm_router.model_list) litellm_params = LiteLLM_Params( From fbcda918ded37d78daf41086812322cb932e70be Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 7 May 2024 18:29:14 -0700 Subject: [PATCH 107/161] feat(ui/model_dashboard.tsx): show if model is config or db model --- litellm/proxy/proxy_server.py | 21 +++++++++++++++---- litellm/router.py | 14 +++++++++++-- litellm/types/router.py | 5 ++++- .../src/components/model_dashboard.tsx | 10 ++++++++- 4 files changed, 42 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ac9cb56cc..f7b8447f1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2516,20 +2516,21 @@ class ProxyConfig: router = litellm.Router(**router_params) # type:ignore return router, model_list, general_settings - def get_model_info_with_id(self, model) -> RouterModelInfo: + def get_model_info_with_id(self, model, db_model=False) -> RouterModelInfo: """ Common logic across add + delete router models Parameters: - deployment + - db_model -> flag for differentiating model stored in db vs. config -> used on UI Return model info w/ id """ if model.model_info is not None and isinstance(model.model_info, dict): if "id" not in model.model_info: model.model_info["id"] = model.model_id - _model_info = RouterModelInfo(**model.model_info) + _model_info = RouterModelInfo(**model.model_info, db_model=db_model) else: - _model_info = RouterModelInfo(id=model.model_id) + _model_info = RouterModelInfo(id=model.model_id, db_model=db_model) return _model_info async def _delete_deployment(self, db_models: list) -> int: @@ -2624,7 +2625,9 @@ class ProxyConfig: f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}" ) continue # skip to next model - _model_info = self.get_model_info_with_id(model=m) + _model_info = self.get_model_info_with_id( + model=m, db_model=True + ) ## 👈 FLAG = True for db_models added = llm_router.add_deployment( deployment=Deployment( @@ -7449,6 +7452,16 @@ async def update_model( ) ) if _existing_litellm_params is None: + if ( + llm_router is not None + and llm_router.get_deployment(model_id=_model_id) is not None + ): + raise HTTPException( + status_code=400, + detail={ + "error": "Can't edit model. Model in config. Store model in db via `/model/new`. to edit." + }, + ) raise Exception("model not found") _existing_litellm_params_dict = dict( _existing_litellm_params.litellm_params diff --git a/litellm/router.py b/litellm/router.py index ddb006d52..e2e1d3409 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -2595,11 +2595,21 @@ class Router: except: return None - def get_deployment(self, model_id: str): + def get_deployment(self, model_id: str) -> Optional[Deployment]: + """ + Returns -> Deployment or None + + Raise Exception -> if model found in invalid format + """ for model in self.model_list: if "model_info" in model and "id" in model["model_info"]: if model_id == model["model_info"]["id"]: - return model + if isinstance(model, dict): + return Deployment(**model) + elif isinstance(model, Deployment): + return model + else: + raise Exception("Model invalid format - {}".format(type(model))) return None def get_model_info(self, id: str) -> Optional[dict]: diff --git a/litellm/types/router.py b/litellm/types/router.py index 6ab83cec2..07d16a37a 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -1,6 +1,6 @@ from typing import List, Optional, Union, Dict, Tuple, Literal import httpx -from pydantic import BaseModel, validator +from pydantic import BaseModel, validator, Field from .completion import CompletionRequest from .embedding import EmbeddingRequest import uuid, enum @@ -70,6 +70,9 @@ class ModelInfo(BaseModel): id: Optional[ str ] # Allow id to be optional on input, but it will always be present as a str in the model instance + db_model: bool = ( + False # used for proxy - to separate models which are stored in the db vs. config. + ) def __init__(self, id: Optional[Union[str, int]] = None, **params): if id is None: diff --git a/ui/litellm-dashboard/src/components/model_dashboard.tsx b/ui/litellm-dashboard/src/components/model_dashboard.tsx index 6e207b430..d66a73485 100644 --- a/ui/litellm-dashboard/src/components/model_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/model_dashboard.tsx @@ -37,7 +37,7 @@ import { Badge, BadgeDelta, Button } from "@tremor/react"; import RequestAccess from "./request_model_access"; import { Typography } from "antd"; import TextArea from "antd/es/input/TextArea"; -import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon } from "@heroicons/react/outline"; +import { InformationCircleIcon, PencilAltIcon, PencilIcon, StatusOnlineIcon, TrashIcon, RefreshIcon, CheckCircleIcon, XCircleIcon } from "@heroicons/react/outline"; import DeleteModelButton from "./delete_model_button"; const { Title: Title2, Link } = Typography; import { UploadOutlined } from '@ant-design/icons'; @@ -921,6 +921,7 @@ const handleEditSubmit = async (formValues: Record) => { Input Price per token ($) Output Price per token ($) Max Tokens + Status @@ -929,6 +930,7 @@ const handleEditSubmit = async (formValues: Record) => { selectedModelGroup === "all" || model.model_name === selectedModelGroup || selectedModelGroup === null || selectedModelGroup === undefined || selectedModelGroup === "" ) .map((model: any, index: number) => ( + {model.model_name} @@ -958,6 +960,12 @@ const handleEditSubmit = async (formValues: Record) => { {model.input_cost} {model.output_cost} {model.max_tokens} + + { + model.model_info.db_model ? DB Model : Config Model + } + + Date: Tue, 7 May 2024 21:34:08 -0700 Subject: [PATCH 108/161] docs(routing.md): make clear lowest cost routing is async --- docs/my-website/docs/routing.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index f1f6febec..0b0c7713c 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -468,7 +468,7 @@ asyncio.run(router_acompletion()) ``` - + Picks a deployment based on the lowest cost From 303e0c622609191e3f592e50149e12ecb6473911 Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Tue, 7 May 2024 21:42:18 -0700 Subject: [PATCH 109/161] Revert "* feat(factory.py): add support for merging consecutive messages of one role when separated with empty message of another role" --- .gitignore | 1 - litellm/llms/prompt_templates/factory.py | 56 ++++++++++-------------- litellm/tests/test_completion.py | 38 ++-------------- 3 files changed, 27 insertions(+), 68 deletions(-) diff --git a/.gitignore b/.gitignore index 4f3f65b93..abc4ecb0c 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,4 @@ .venv -venv .env litellm_uuid.txt __pycache__/ diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index bce472ea0..082030368 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -1,23 +1,27 @@ -import json -import re -import traceback -import uuid -import xml.etree.ElementTree as ET from enum import Enum -from typing import Any, List, Mapping, MutableMapping, Optional, Sequence - -import requests -from jinja2 import BaseLoader, Template, exceptions, meta +import requests, traceback +import json, re, xml.etree.ElementTree as ET +from jinja2 import Template, exceptions, meta, BaseLoader from jinja2.sandbox import ImmutableSandboxedEnvironment - +from typing import ( + Any, + List, + Mapping, + MutableMapping, + Optional, + Sequence, +) import litellm -from litellm.types.completion import (ChatCompletionFunctionMessageParam, - ChatCompletionMessageParam, - ChatCompletionMessageToolCallParam, - ChatCompletionSystemMessageParam, - ChatCompletionToolMessageParam, - ChatCompletionUserMessageParam) +from litellm.types.completion import ( + ChatCompletionUserMessageParam, + ChatCompletionSystemMessageParam, + ChatCompletionMessageParam, + ChatCompletionFunctionMessageParam, + ChatCompletionMessageToolCallParam, + ChatCompletionToolMessageParam, +) from litellm.types.llms.anthropic import * +import uuid def default_pt(messages): @@ -599,9 +603,8 @@ def construct_tool_use_system_prompt( def convert_url_to_base64(url): - import base64 - import requests + import base64 for _ in range(3): try: @@ -981,7 +984,6 @@ def anthropic_messages_pt(messages: list): new_messages = [] msg_i = 0 tool_use_param = False - merge_with_previous = False while msg_i < len(messages): user_content = [] init_msg_i = msg_i @@ -1014,13 +1016,7 @@ def anthropic_messages_pt(messages: list): msg_i += 1 if user_content: - if merge_with_previous: - new_messages[-1]["content"].extend(user_content) - merge_with_previous = False - else: - new_messages.append({"role": "user", "content": user_content}) - elif msg_i > 0: - merge_with_previous = True + new_messages.append({"role": "user", "content": user_content}) assistant_content = [] ## MERGE CONSECUTIVE ASSISTANT CONTENT ## @@ -1048,13 +1044,7 @@ def anthropic_messages_pt(messages: list): msg_i += 1 if assistant_content: - if merge_with_previous: - new_messages[-1]["content"].extend(assistant_content) - merge_with_previous = False - else: - new_messages.append({"role": "assistant", "content": assistant_content}) - elif msg_i > 0: - merge_with_previous = True + new_messages.append({"role": "assistant", "content": assistant_content}) if msg_i == init_msg_i: # prevent infinite loops raise Exception( diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 6e58a46b8..32b65faea 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1,21 +1,17 @@ -import os -import sys +import sys, os import traceback - from dotenv import load_dotenv load_dotenv() -import io -import os +import os, io sys.path.insert( 0, os.path.abspath("../..") ) # Adds the parent directory to the, system path import pytest - import litellm -from litellm import (RateLimitError, Timeout, completion, completion_cost, - embedding) +from litellm import embedding, completion, completion_cost, Timeout +from litellm import RateLimitError from litellm.llms.prompt_templates.factory import anthropic_messages_pt # litellm.num_retries=3 @@ -167,32 +163,6 @@ def test_completion_claude_3(): pytest.fail(f"Error occurred: {e}") -def test_completion_claude_3_empty_message(): - litellm.set_verbose = True - messages = [{'role': 'user', 'content': 'please create a logo for a modern AI app. create in SVG format'}, - {'role': 'assistant', 'content': "To create a logo for a modern AI app in SVG format, I'll use the DALL-E 3 Image Generator."}, - {'role': 'user', 'content': 'output SVG'}, - {'role': 'assistant', 'content': 'To generate a logo for a modern AI app in SVG format using DALL-E 3, I need to:\n1. Craft a detailed prompt describing the desired logo style and elements\n2. Specify the image size (SVG is vector-based, so size is less relevant)\n3. Call the generate_image function with the prompt and size\n4. Display the generated SVG logo using the provided syntax\nThe prompt should include keywords related to AI, modern design, and SVG format. Some key elements to incorporate could be a brain symbol, circuit lines, or a robot icon, using a minimalist style and a blue color scheme often associated with technology and intelligence.', - 'tool_calls': [ - {'id': 'toolu_01KEUtRVySSeMrf3g7rCA12E', 'type': 'function', 'function': {'name': 'python_tool', 'arguments': '{"code": "...python code..."}'}} - ]}, - {'role': 'tool', 'content': '...python output...', 'tool_call_id': 'toolu_01KEUtRVySSeMrf3g7rCA12E'}, - {'role': 'assistant', 'content': ''}, # empty message appended by model after tool call response - {'role': 'user', 'content': 'write SVG source youself!'}, - ] - - try: - response = completion( - model="anthropic/claude-3-opus-20240229", - messages=messages, - stream=True, - tools=[{'type': 'function', 'function': {'name': 'python_tool', 'description': 'Execute code', 'parameters': {'type': 'object', 'properties': {'headline': {'description': 'Must have. Title of this tool call (maximum 15 characters).', 'type': 'string'}, 'code': {'description': 'Python code to execute.', 'type': 'string'}}, 'required': ['code', 'headline']}}}] - ) - print(response) - except Exception as e: - pytest.fail(f"Error occurred: {e}") - - def test_completion_claude_3_function_call(): litellm.set_verbose = True tools = [ From b7c60031ca47ca0792d067c6698ef8442b20fe8a Mon Sep 17 00:00:00 2001 From: CyanideByte Date: Tue, 7 May 2024 23:59:18 -0700 Subject: [PATCH 110/161] Pydantic warning snuck in here --- litellm/types/router.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/litellm/types/router.py b/litellm/types/router.py index 45e35d6d7..ec7decf34 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -65,6 +65,9 @@ class UpdateRouterConfig(BaseModel): fallbacks: Optional[List[dict]] = None context_window_fallbacks: Optional[List[dict]] = None + class Config: + protected_namespaces = () + class ModelInfo(BaseModel): id: Optional[ From 59080431b80d098ad76e672afbda80e20d803397 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 08:34:23 -0700 Subject: [PATCH 111/161] docs(users.md): simplify doc with end-user vs. internal user --- docs/my-website/docs/proxy/users.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md index 478d63f84..6d9c43c5f 100644 --- a/docs/my-website/docs/proxy/users.md +++ b/docs/my-website/docs/proxy/users.md @@ -12,8 +12,8 @@ Requirements: You can set budgets at 3 levels: - For the proxy -- For a user -- For a 'user' passed to `/chat/completions`, `/embeddings` etc +- For an internal user +- For an end-user - For a key - For a key (model specific budgets) @@ -58,7 +58,7 @@ curl --location 'http://0.0.0.0:4000/chat/completions' \ }' ``` - + Apply a budget across multiple keys. @@ -165,12 +165,12 @@ curl --location 'http://localhost:4000/team/new' \ } ``` - + Use this to budget `user` passed to `/chat/completions`, **without needing to create a key for every user** **Step 1. Modify config.yaml** -Define `litellm.max_user_budget` +Define `litellm.max_end_user_budget` ```yaml general_settings: master_key: sk-1234 @@ -328,7 +328,7 @@ You can set: - max parallel requests - + Use `/user/new`, to persist rate limits across multiple keys. @@ -408,7 +408,7 @@ curl --location 'http://localhost:4000/user/new' \ ``` -## Create new keys for existing user +## Create new keys for existing internal user Just include user_id in the `/key/generate` request. From a854824c02fabeb2d90418fd7301fa6042baabb5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 09:10:45 -0700 Subject: [PATCH 112/161] fix(main.py): fix together ai text completion call --- litellm/main.py | 7 ++++++- litellm/proxy/_super_secret_config.yaml | 3 +++ litellm/tests/test_text_completion.py | 20 ++++++++++++++++++++ 3 files changed, 29 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index 0d3e67449..81a5981f9 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -2950,7 +2950,9 @@ def embedding( model=model, # type: ignore llm_provider="ollama", # type: ignore ) - ollama_embeddings_fn = ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings + ollama_embeddings_fn = ( + ollama.ollama_aembeddings if aembedding else ollama.ollama_embeddings + ) response = ollama_embeddings_fn( api_base=api_base, model=model, @@ -3094,6 +3096,7 @@ async def atext_completion(*args, **kwargs): or custom_llm_provider == "huggingface" or custom_llm_provider == "ollama" or custom_llm_provider == "vertex_ai" + or custom_llm_provider in litellm.openai_compatible_providers ): # currently implemented aiohttp calls for just azure and openai, soon all. # Await normally response = await loop.run_in_executor(None, func_with_context) @@ -3124,6 +3127,8 @@ async def atext_completion(*args, **kwargs): ## TRANSLATE CHAT TO TEXT FORMAT ## if isinstance(response, TextCompletionResponse): return response + elif asyncio.iscoroutine(response): + response = await response text_completion_response = TextCompletionResponse() text_completion_response["id"] = response.get("id", None) diff --git a/litellm/proxy/_super_secret_config.yaml b/litellm/proxy/_super_secret_config.yaml index b7293a17f..4ea984611 100644 --- a/litellm/proxy/_super_secret_config.yaml +++ b/litellm/proxy/_super_secret_config.yaml @@ -17,6 +17,9 @@ model_list: - model_name: gpt-4 litellm_params: model: gpt-3.5-turbo +- litellm_params: + model: together_ai/codellama/CodeLlama-13b-Instruct-hf + model_name: CodeLlama-13b-Instruct router_settings: num_retries: 0 enable_pre_call_checks: true diff --git a/litellm/tests/test_text_completion.py b/litellm/tests/test_text_completion.py index 0b4103ca0..6a093af23 100644 --- a/litellm/tests/test_text_completion.py +++ b/litellm/tests/test_text_completion.py @@ -3990,6 +3990,26 @@ def test_async_text_completion(): asyncio.run(test_get_response()) +def test_async_text_completion_together_ai(): + litellm.set_verbose = True + print("test_async_text_completion") + + async def test_get_response(): + try: + response = await litellm.atext_completion( + model="together_ai/codellama/CodeLlama-13b-Instruct-hf", + prompt="good morning", + max_tokens=10, + ) + print(f"response: {response}") + except litellm.Timeout as e: + print(e) + except Exception as e: + pytest.fail("An unexpected error occurred") + + asyncio.run(test_get_response()) + + # test_async_text_completion() From 6ce13ab364583cdf8282f986df9ac78e5386838d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 09:24:01 -0700 Subject: [PATCH 113/161] refactor(main.py): trigger new build --- litellm/main.py | 1 - 1 file changed, 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index 81a5981f9..bff9886ac 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -12,7 +12,6 @@ from typing import Any, Literal, Union, BinaryIO from functools import partial import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy - import httpx import litellm from ._logging import verbose_logger From 0ab57026f348ee30bca94f01dbeef040081fff24 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 09:24:43 -0700 Subject: [PATCH 114/161] =?UTF-8?q?bump:=20version=201.36.2=20=E2=86=92=20?= =?UTF-8?q?1.36.3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 39071a5b6..96f1fd5ff 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.36.2" +version = "1.36.3" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.36.2" +version = "1.36.3" version_files = [ "pyproject.toml:^version" ] From 6179675b09e0db7c0937caf1e4a4628fd4c4c467 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 09:38:31 -0700 Subject: [PATCH 115/161] build(config.yml): bump wait time for docker --- .circleci/config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index b3e52e42f..1ef8c0e33 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -223,7 +223,7 @@ jobs: background: true - run: name: Wait for app to be ready - command: dockerize -wait http://localhost:4000 -timeout 1m + command: dockerize -wait http://localhost:4000 -timeout 5m - run: name: Run tests command: | From cae390b51a54abecc368da5999da8a5b921bca6e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 09:51:58 -0700 Subject: [PATCH 116/161] ui - clean up usage tab --- ui/litellm-dashboard/src/components/usage.tsx | 60 +++---------------- 1 file changed, 9 insertions(+), 51 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index f0b4f0551..07ca8ed14 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -95,41 +95,7 @@ function getTopKeys(data: Array<{ [key: string]: unknown }>): any[] { } type DataDict = { [key: string]: unknown }; type UserData = { user_id: string; spend: number }; -function getTopUsers(data: Array): UserData[] { - const userSpend: { [key: string]: number } = {}; - data.forEach((dict) => { - const payload: DataDict = dict["users"] as DataDict; - Object.entries(payload).forEach(([user_id, value]) => { - if ( - user_id === "" || - user_id === undefined || - user_id === null || - user_id == "None" - ) { - return; - } - - if (!userSpend[user_id]) { - userSpend[user_id] = 0; - } - userSpend[user_id] += value as number; - }); - }); - - const spendUsers: UserData[] = Object.entries(userSpend).map( - ([user_id, spend]) => ({ - user_id, - spend, - }) - ); - - spendUsers.sort((a, b) => b.spend - a.spend); - - const topKeys = spendUsers.slice(0, 5); - console.log(`topKeys: ${Object.values(topKeys[0])}`); - return topKeys; -} const UsagePage: React.FC = ({ accessToken, @@ -286,6 +252,7 @@ const UsagePage: React.FC = ({ All Up Team Based Usage + End User Usage Tag Based Usage @@ -324,23 +291,7 @@ const UsagePage: React.FC = ({ - - Top Users - - - - - + Top Models = ({ showLegend={false} /> + + + + @@ -385,6 +340,9 @@ const UsagePage: React.FC = ({ + + + From c5897543c873a49fd900665df40b5b5a84c810fe Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 09:53:13 -0700 Subject: [PATCH 117/161] docs(hosted.md): add feature list --- docs/my-website/docs/hosted.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/hosted.md b/docs/my-website/docs/hosted.md index 9be6e775d..92940e858 100644 --- a/docs/my-website/docs/hosted.md +++ b/docs/my-website/docs/hosted.md @@ -46,4 +46,13 @@ Pricing is based on usage. We can figure out a price that works for your team, o -#### [**🚨 Schedule Call**](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat) \ No newline at end of file +#### [**🚨 Schedule Call**](https://calendly.com/d/4mp-gd3-k5k/litellm-1-1-onboarding-chat) + +## Feature List + +- Easy way to add/remove models +- 100% uptime even when models are added/removed +- custom callback webhooks +- your domain name with HTTPS +- Ability to create/delete User API keys +- Reasonable set monthly cost \ No newline at end of file From 7bfd02350aebe2edabdadb875d6ba61421b7958b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 10:38:27 -0700 Subject: [PATCH 118/161] stash - users usage tab --- ui/litellm-dashboard/src/components/usage.tsx | 53 ++++++++++++++++++- .../src/components/view_users.tsx | 11 ++-- 2 files changed, 56 insertions(+), 8 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 07ca8ed14..1bd8838b6 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -3,13 +3,14 @@ import { BarChart, BarList, Card, Title, Table, TableHead, TableHeaderCell, Tabl import React, { useState, useEffect } from "react"; import ViewUserSpend from "./view_user_spend"; -import { Grid, Col, Text, LineChart, TabPanel, TabPanels, TabGroup, TabList, Tab, Select, SelectItem } from "@tremor/react"; +import { Grid, Col, Text, LineChart, TabPanel, TabPanels, TabGroup, TabList, Tab, Select, SelectItem, DateRangePicker, DateRangePickerValue } from "@tremor/react"; import { userSpendLogsCall, keyInfoCall, adminSpendLogsCall, adminTopKeysCall, adminTopModelsCall, + adminTopEndUsersCall, teamSpendLogsCall, tagsSpendLogsCall, modelMetricsCall, @@ -112,6 +113,10 @@ const UsagePage: React.FC = ({ const [topTagsData, setTopTagsData] = useState([]); const [uniqueTeamIds, setUniqueTeamIds] = useState([]); const [totalSpendPerTeam, setTotalSpendPerTeam] = useState([]); + const [dateValue, setDateValue] = useState({ + from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), + to: new Date(), + }); const firstDay = new Date( currentDate.getFullYear(), @@ -127,6 +132,10 @@ const UsagePage: React.FC = ({ let startTime = formatDate(firstDay); let endTime = formatDate(lastDay); + // const updateEndUserUsage(startTime: string, endTime: string) { + + // } + function formatDate(date: Date) { const year = date.getFullYear(); let month = date.getMonth() + 1; // JS month index starts from 0 @@ -193,6 +202,12 @@ const UsagePage: React.FC = ({ const top_tags = await tagsSpendLogsCall(accessToken); setTopTagsData(top_tags.top_10_tags); + // get spend per end-user + let spend_user_call = await adminTopEndUsersCall(accessToken, null); + setTopUsers(spend_user_call); + + console.log("spend/user result", spend_user_call); + } else if (userRole == "App Owner") { await userSpendLogsCall( accessToken, @@ -224,7 +239,6 @@ const UsagePage: React.FC = ({ spend: k["spend"], })); setTopKeys(filtered_keys); - setTopUsers(getTopUsers(response)); setKeySpendData(response); } }); @@ -342,7 +356,42 @@ const UsagePage: React.FC = ({ + { + setDateValue(value); + updateModelMetrics(selectedModelGroup, value.from, value.to); // Call updateModelMetrics with the new date range + }} + /> + End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls + + + + + + + + End User + Spend + Total Events + + + + + {topUsers?.map((user: any, index: number) => ( + + {user.end_user} + {user.total_spend?.toFixed(4)} + {user.total_events} + + ))} + +
+ + + diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx index b3960965c..fd152f25f 100644 --- a/ui/litellm-dashboard/src/components/view_users.tsx +++ b/ui/litellm-dashboard/src/components/view_users.tsx @@ -158,12 +158,11 @@ const ViewUserDashboard: React.FC = ({
Key Owners: Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM - End Users: End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls +
Key Owners - End-Users @@ -220,7 +219,7 @@ const ViewUserDashboard: React.FC = ({
- Key + {/* Key + */}
- + {/*
End User @@ -260,7 +259,7 @@ const ViewUserDashboard: React.FC = ({ ))} -
+ */} From c60f12a70bd66711edca52dba90d48017b43b6e6 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 10:51:32 -0700 Subject: [PATCH 119/161] ui - show guardrails --- ui/litellm-dashboard/src/components/settings.tsx | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx index 092f7bb14..f8f57897e 100644 --- a/ui/litellm-dashboard/src/components/settings.tsx +++ b/ui/litellm-dashboard/src/components/settings.tsx @@ -21,7 +21,8 @@ import { TabPanels, TabGroup, TabList, - Tab + Tab, + Callout, } from "@tremor/react"; import { getCallbacksCall, setCallbacksCall, serviceHealthCheck } from "./networking"; import { Modal, Form, Input, Select, Button as Button2, message } from "antd"; @@ -340,6 +341,9 @@ const Settings: React.FC = ({ return (
+ + + Logging Callbacks @@ -347,7 +351,11 @@ const Settings: React.FC = ({ + + + Presidio + Guardrails coming soon + From 51b6c3bdbc26aef4ee7fbfc539dd25a8e8b86b2e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 10:11:40 -0700 Subject: [PATCH 120/161] test(test_function_call_parsing.py): add test for function call parsing Closes https://github.com/BerriAI/litellm/issues/2654 --- litellm/tests/test_function_call_parsing.py | 143 ++++++++++++++++++++ 1 file changed, 143 insertions(+) create mode 100644 litellm/tests/test_function_call_parsing.py diff --git a/litellm/tests/test_function_call_parsing.py b/litellm/tests/test_function_call_parsing.py new file mode 100644 index 000000000..d223a7c8f --- /dev/null +++ b/litellm/tests/test_function_call_parsing.py @@ -0,0 +1,143 @@ +# What is this? +## Test to make sure function call response always works with json.loads() -> no extra parsing required. Relevant issue - https://github.com/BerriAI/litellm/issues/2654 +import sys, os +import traceback +from dotenv import load_dotenv + +load_dotenv() +import os, io + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the system path +import pytest +import litellm +import json +import warnings + +from litellm import completion +from typing import List + + +# Just a stub to keep the sample code simple +class Trade: + def __init__(self, order: dict): + self.order = order + + @staticmethod + def buy(order: dict): + return Trade(order) + + @staticmethod + def sell(order: dict): + return Trade(order) + + +def trade(model_name: str) -> List[Trade]: + def parse_order(order: dict) -> Trade: + action = order["action"] + + if action == "buy": + return Trade.buy(order) + elif action == "sell": + return Trade.sell(order) + else: + raise ValueError(f"Invalid action {action}") + + def parse_call(call) -> List[Trade]: + arguments = json.loads(call.function.arguments) + + trades = [parse_order(order) for order in arguments["orders"]] + return trades + + tool_spec = { + "type": "function", + "function": { + "name": "trade", + "description": "Execute orders to manage the portfolio. Orders will be executed immediately at the stated prices.", + "parameters": { + "type": "object", + "properties": { + "orders": { + "type": "array", + "items": { + "type": "object", + "properties": { + "action": {"type": "string", "enum": ["buy", "sell"]}, + "asset": {"type": "string"}, + "amount": { + "type": "number", + "description": "Amount of asset to buy or sell.", + }, + }, + "required": ["action", "asset", "amount"], + }, + }, + }, + }, + }, + } + + response = completion( + model_name, + [ + { + "role": "system", + "content": """You are an expert asset manager, managing a portfolio. + + Always use the `trade` function. Make sure that you call it correctly. For example, the following is a valid call: + ``` + trade({ + "orders": [ + {"action": "buy", "asset": "BTC", "amount": 0.1}, + {"action": "sell", "asset": "ETH", "amount": 0.2} + ] + }) + ``` + + If there are no trades to make, call `trade` with an empty array: + ``` + trade({ "orders": [] }) + ``` + """, + }, + { + "role": "user", + "content": """Manage the portfolio. + + Don't jabber. + + This is the current market data: + ``` + {market_data} + ``` + + Your portfolio is as follows: + ``` + {portfolio} + ``` + """.replace( + "{market_data}", "BTC: 64,000 USD\nETH: 3,500 USD" + ).replace( + "{portfolio}", "USD: 1000, BTC: 0.1, ETH: 0.2" + ), + }, + ], + tools=[tool_spec], + tool_choice={ + "type": "function", + "function": {"name": tool_spec["function"]["name"]}, # type: ignore + }, + ) + + calls = response.choices[0].message.tool_calls + trades = [trade for call in calls for trade in parse_call(call)] + return trades + + +@pytest.mark.parametrize( + "model", ["claude-3-haiku-20240307", "anthropic.claude-3-haiku-20240307-v1:0"] +) +def test_function_call_parsing(model): + trades = trade(model) + print([trade.order for trade in trades]) From aef3d89f0cc7b607d6f25c294b952cd9e3165328 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 14:13:51 -0700 Subject: [PATCH 121/161] fix add cooldown_deployment alert_type --- litellm/integrations/slack_alerting.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/integrations/slack_alerting.py b/litellm/integrations/slack_alerting.py index c53daf36c..07c3585f0 100644 --- a/litellm/integrations/slack_alerting.py +++ b/litellm/integrations/slack_alerting.py @@ -710,6 +710,7 @@ Model Info: "db_exceptions", "daily_reports", "new_model_added", + "cooldown_deployment", ], **kwargs, ): From 597b09598cee794dd8efe8f0b767efabd0784b83 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 14:14:14 -0700 Subject: [PATCH 122/161] feat - send alert on cooling down a deploymeny --- litellm/router.py | 37 +++++++++++++++++++++++++++++++++++++ 1 file changed, 37 insertions(+) diff --git a/litellm/router.py b/litellm/router.py index 610c94324..f1ac0135a 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1862,6 +1862,10 @@ class Router: self.cache.set_cache( value=cached_value, key=cooldown_key, ttl=cooldown_time ) + + self.send_deployment_cooldown_alert( + deployment_id=deployment, exception_status=exception_status + ) else: self.failed_calls.set_cache( key=deployment, value=updated_fails, ttl=cooldown_time @@ -3384,6 +3388,39 @@ class Router: ) print("\033[94m\nInitialized Alerting for litellm.Router\033[0m\n") # noqa + def send_deployment_cooldown_alert( + self, deployment_id: str, exception_status: Union[str, int] + ): + try: + from litellm.proxy.proxy_server import proxy_logging_obj + + # trigger slack alert saying deployment is in cooldown + if ( + proxy_logging_obj is not None + and proxy_logging_obj.alerting is not None + and "slack" in proxy_logging_obj.alerting + ): + _deployment = self.get_deployment(model_id=deployment_id) + if _deployment is None: + return + + _litellm_params = _deployment["litellm_params"] + temp_litellm_params = copy.deepcopy(_litellm_params) + temp_litellm_params = dict(temp_litellm_params) + _model_name = _deployment.get("model_name", None) + _api_base = litellm.get_api_base( + model=_model_name, optional_params=temp_litellm_params + ) + asyncio.create_task( + proxy_logging_obj.slack_alerting_instance.send_alert( + message=f"Router: Cooling down deployment: {_api_base}, for {self.cooldown_time} seconds. Got exception: {str(exception_status)}", + alert_type="cooldown_deployment", + level="Low", + ) + ) + except Exception as e: + pass + def flush_cache(self): litellm.cache = None self.cache.flush_cache() From 80378966a0c357bde3436be7cc29fed84b89b03c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 15:24:44 -0700 Subject: [PATCH 123/161] build: add azure resource template --- .../azure_marketplace.zip | Bin 0 -> 2371 bytes .../azure_marketplace/createUiDefinition.json | 15 +++++ .../azure_marketplace/mainTemplate.json | 63 ++++++++++++++++++ deploy/azure_resource_manager/main.bicep | 42 ++++++++++++ .../src/components/settings.tsx | 5 +- 5 files changed, 121 insertions(+), 4 deletions(-) create mode 100644 deploy/azure_resource_manager/azure_marketplace.zip create mode 100644 deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json create mode 100644 deploy/azure_resource_manager/azure_marketplace/mainTemplate.json create mode 100644 deploy/azure_resource_manager/main.bicep diff --git a/deploy/azure_resource_manager/azure_marketplace.zip b/deploy/azure_resource_manager/azure_marketplace.zip new file mode 100644 index 0000000000000000000000000000000000000000..347512586375847e07053f90d3fcde4d4ef4f8a3 GIT binary patch literal 2371 zcmWIWW@Zs#0D+5TDru~T9g`}n^=^cT2hdcn4GE~8p6xKKI@Bh+GZdI z(WMpK42&#a85tPB<^+Jv<6z)GF>f)@Oc|hg@$tTn&i=s>`g-vgMx&T~0@LK=1kvR5 zgrtNIzCK|e_`^B^8ki(9>|p9sRCEkb^El3<@XRgvP=|oH@453= zy>&EBcwW`kIHm7>*87aNAFJkz?LzB*e_meB$PnPo&T)fr>G=?#`#^3)xc)9uXiNfn zP77;jBp0P7mZXMex}>IM=4F;-=I7~U73b%1g8c#tAs9vrrPN;g;6n}q?$vg#Y7viI zbzjP4>bwZxKAvQ2mNNIw{F`?la7=#xu8_s^nD+hZ@3$YX@mRk{@b-e{qR1(|SyNI& z=XMr8NNnfZD`ipAbBxX0V&%Itdn6d&=IktgcQj7ME{4xNw=4>hUv1+YesfGJC@r z&wDQz_V_Mq3o9_ZI$t5>bI8U2Gyh4&Hh+JV+~R8ZZ~4N@H(nZ;Kk5;(+P33or^TOB zo92Jr4+_m$z0*3b0YefLX4pd$6wao|X#pc808)tv{bz!$_ z-00(Zf5jQD|1UXbNhmSMzB@2|*|SwXJKlZg^r9`mdg>JT`ukS zutGM6vT-G-! z?EmOyoa5MfdQ1d5ZMVi-GQ=`9--`nKM4+4K4N4NVa8qg06hiIM6_9xR46+c}&!Bt& h14|lLvl8$#e!H>ciU4m`U_NAEU<1NUz!0ql^8mqoUL61c literal 0 HcmV?d00001 diff --git a/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json b/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json new file mode 100644 index 000000000..4eba73bdb --- /dev/null +++ b/deploy/azure_resource_manager/azure_marketplace/createUiDefinition.json @@ -0,0 +1,15 @@ +{ + "$schema": "https://schema.management.azure.com/schemas/0.1.2-preview/CreateUIDefinition.MultiVm.json#", + "handler": "Microsoft.Azure.CreateUIDef", + "version": "0.1.2-preview", + "parameters": { + "config": { + "isWizard": false, + "basics": { } + }, + "basics": [ ], + "steps": [ ], + "outputs": { }, + "resourceTypes": [ ] + } +} \ No newline at end of file diff --git a/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json b/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json new file mode 100644 index 000000000..114e855bf --- /dev/null +++ b/deploy/azure_resource_manager/azure_marketplace/mainTemplate.json @@ -0,0 +1,63 @@ +{ + "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#", + "contentVersion": "1.0.0.0", + "parameters": { + "imageName": { + "type": "string", + "defaultValue": "ghcr.io/berriai/litellm:main-latest" + }, + "containerName": { + "type": "string", + "defaultValue": "litellm-container" + }, + "dnsLabelName": { + "type": "string", + "defaultValue": "litellm" + }, + "portNumber": { + "type": "int", + "defaultValue": 4000 + } + }, + "resources": [ + { + "type": "Microsoft.ContainerInstance/containerGroups", + "apiVersion": "2021-03-01", + "name": "[parameters('containerName')]", + "location": "[resourceGroup().location]", + "properties": { + "containers": [ + { + "name": "[parameters('containerName')]", + "properties": { + "image": "[parameters('imageName')]", + "resources": { + "requests": { + "cpu": 1, + "memoryInGB": 2 + } + }, + "ports": [ + { + "port": "[parameters('portNumber')]" + } + ] + } + } + ], + "osType": "Linux", + "restartPolicy": "Always", + "ipAddress": { + "type": "Public", + "ports": [ + { + "protocol": "tcp", + "port": "[parameters('portNumber')]" + } + ], + "dnsNameLabel": "[parameters('dnsLabelName')]" + } + } + } + ] + } \ No newline at end of file diff --git a/deploy/azure_resource_manager/main.bicep b/deploy/azure_resource_manager/main.bicep new file mode 100644 index 000000000..b104cefe1 --- /dev/null +++ b/deploy/azure_resource_manager/main.bicep @@ -0,0 +1,42 @@ +param imageName string = 'ghcr.io/berriai/litellm:main-latest' +param containerName string = 'litellm-container' +param dnsLabelName string = 'litellm' +param portNumber int = 4000 + +resource containerGroupName 'Microsoft.ContainerInstance/containerGroups@2021-03-01' = { + name: containerName + location: resourceGroup().location + properties: { + containers: [ + { + name: containerName + properties: { + image: imageName + resources: { + requests: { + cpu: 1 + memoryInGB: 2 + } + } + ports: [ + { + port: portNumber + } + ] + } + } + ] + osType: 'Linux' + restartPolicy: 'Always' + ipAddress: { + type: 'Public' + ports: [ + { + protocol: 'tcp' + port: portNumber + } + ] + dnsNameLabel: dnsLabelName + } + } +} diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx index f8f57897e..ff7e07005 100644 --- a/ui/litellm-dashboard/src/components/settings.tsx +++ b/ui/litellm-dashboard/src/components/settings.tsx @@ -341,7 +341,7 @@ const Settings: React.FC = ({ return (
- + @@ -353,9 +353,6 @@ const Settings: React.FC = ({ - - Presidio + Guardrails coming soon -
From 8348c671a925afe1ef70b1d6675fc619dbb48a62 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 15:25:52 -0700 Subject: [PATCH 124/161] fix - cost tracking - looking up bedrock pricing --- litellm/utils.py | 23 +++++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 88e395233..9ca2cdff0 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4161,8 +4161,25 @@ def cost_per_token( model_with_provider_and_region in model_cost_ref ): # use region based pricing, if it's available model_with_provider = model_with_provider_and_region - if model_with_provider in model_cost_ref: + + model_without_prefix = model + model_parts = model.split("/") + if len(model_parts) > 1: + model_without_prefix = model_parts[1] + else: + model_without_prefix = model + + if model in model_cost_ref: # Option 1. use model passed, model="gpt-4" + model = model + elif ( + model_with_provider in model_cost_ref + ): # Option 2. use model with provider, model = "openai/gpt-4" model = model_with_provider + elif ( + model_without_prefix in model_cost_ref + ): # Option 3. if user passed model="bedrock/anthropic.claude-3", use model="anthropic.claude-3" + model = model_without_prefix + # see this https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models print_verbose(f"Looking up model={model} in model_cost_map") if model in model_cost_ref: @@ -9423,7 +9440,9 @@ def get_secret( else: secret = os.environ.get(secret_name) try: - secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None + secret_value_as_bool = ( + ast.literal_eval(secret) if secret is not None else None + ) if isinstance(secret_value_as_bool, bool): return secret_value_as_bool else: From 282b8d0ae448bf56b29cd6f5dd3f6c0a6b687f38 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 15:26:53 -0700 Subject: [PATCH 125/161] test bedrock pricing --- litellm/tests/test_completion_cost.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/litellm/tests/test_completion_cost.py b/litellm/tests/test_completion_cost.py index fecd53e19..35e0496fb 100644 --- a/litellm/tests/test_completion_cost.py +++ b/litellm/tests/test_completion_cost.py @@ -231,14 +231,17 @@ def test_cost_bedrock_pricing(): assert cost == predicted_cost -@pytest.mark.skip(reason="AWS disabled our access") def test_cost_bedrock_pricing_actual_calls(): litellm.set_verbose = True model = "anthropic.claude-instant-v1" messages = [{"role": "user", "content": "Hey, how's it going?"}] - response = litellm.completion(model=model, messages=messages) - assert response._hidden_params["region_name"] is not None + response = litellm.completion( + model=model, messages=messages, mock_response="hello cool one" + ) + + print("response", response) cost = litellm.completion_cost( + model="bedrock/anthropic.claude-instant-v1", completion_response=response, messages=[{"role": "user", "content": "Hey, how's it going?"}], ) From 33d6caa8895518c546fd43ee4256f78320adf7cc Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 15:51:30 -0700 Subject: [PATCH 126/161] fix completion cost test --- litellm/utils.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 9ca2cdff0..ccb6c70e7 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -4168,13 +4168,18 @@ def cost_per_token( model_without_prefix = model_parts[1] else: model_without_prefix = model - - if model in model_cost_ref: # Option 1. use model passed, model="gpt-4" - model = model - elif ( + """ + Code block that formats model to lookup in litellm.model_cost + Option1. model = "bedrock/ap-northeast-1/anthropic.claude-instant-v1". This is the most accurate since it is region based. Should always be option 1 + Option2. model = "openai/gpt-4" - model = provider/model + Option3. model = "anthropic.claude-3" - model = model + """ + if ( model_with_provider in model_cost_ref ): # Option 2. use model with provider, model = "openai/gpt-4" model = model_with_provider + elif model in model_cost_ref: # Option 1. use model passed, model="gpt-4" + model = model elif ( model_without_prefix in model_cost_ref ): # Option 3. if user passed model="bedrock/anthropic.claude-3", use model="anthropic.claude-3" From 6575143460e3dcebc40ff1d5e4006ef0780841b5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 8 May 2024 16:00:08 -0700 Subject: [PATCH 127/161] feat(proxy_server.py): return litellm version in response headers --- .pre-commit-config.yaml | 16 ++--- enterprise/utils.py | 2 +- litellm/_redis.py | 4 +- litellm/budget_manager.py | 2 +- litellm/integrations/aispend.py | 1 - litellm/integrations/athina.py | 57 ++++++++++++---- litellm/integrations/berrispend.py | 2 +- litellm/integrations/clickhouse.py | 1 - litellm/integrations/custom_logger.py | 1 - litellm/integrations/datadog.py | 2 +- litellm/integrations/dynamodb.py | 2 +- litellm/integrations/greenscale.py | 45 +++++++++---- litellm/integrations/helicone.py | 2 +- litellm/integrations/langsmith.py | 10 +-- litellm/integrations/openmeter.py | 3 +- litellm/integrations/prometheus.py | 3 +- litellm/integrations/prometheus_services.py | 3 +- litellm/integrations/prompt_layer.py | 9 ++- litellm/integrations/s3.py | 1 - litellm/integrations/supabase.py | 2 +- litellm/llms/ai21.py | 4 +- litellm/llms/aleph_alpha.py | 4 +- litellm/llms/anthropic.py | 4 +- litellm/llms/azure.py | 4 +- litellm/llms/azure_text.py | 2 +- litellm/llms/baseten.py | 2 +- litellm/llms/bedrock.py | 13 ++-- litellm/llms/cloudflare.py | 4 +- litellm/llms/cohere.py | 4 +- litellm/llms/cohere_chat.py | 4 +- litellm/llms/maritalk.py | 2 +- litellm/llms/nlp_cloud.py | 2 +- litellm/llms/ollama.py | 44 +++++++++---- litellm/llms/oobabooga.py | 2 +- litellm/llms/openai.py | 1 - litellm/llms/petals.py | 2 +- litellm/llms/replicate.py | 4 +- litellm/llms/sagemaker.py | 10 +-- litellm/llms/together_ai.py | 4 +- litellm/llms/vertex_ai.py | 4 +- litellm/llms/vertex_ai_anthropic.py | 4 +- litellm/llms/vllm.py | 4 +- litellm/llms/watsonx.py | 4 +- litellm/proxy/proxy_cli.py | 4 +- litellm/proxy/proxy_server.py | 72 ++++++++++++++++++--- litellm/proxy/utils.py | 4 +- litellm/router_strategy/least_busy.py | 2 +- litellm/router_strategy/lowest_cost.py | 2 +- litellm/router_strategy/lowest_latency.py | 4 +- litellm/utils.py | 12 ++-- 50 files changed, 260 insertions(+), 140 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index cc41d85f1..e8bb1ff66 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -16,11 +16,11 @@ repos: name: Check if files match entry: python3 ci_cd/check_files_match.py language: system -- repo: local - hooks: - - id: mypy - name: mypy - entry: python3 -m mypy --ignore-missing-imports - language: system - types: [python] - files: ^litellm/ \ No newline at end of file +# - repo: local +# hooks: +# - id: mypy +# name: mypy +# entry: python3 -m mypy --ignore-missing-imports +# language: system +# types: [python] +# files: ^litellm/ \ No newline at end of file diff --git a/enterprise/utils.py b/enterprise/utils.py index 4a42dc996..05bd7dac6 100644 --- a/enterprise/utils.py +++ b/enterprise/utils.py @@ -291,7 +291,7 @@ def _create_clickhouse_aggregate_tables(client=None, table_names=[]): def _forecast_daily_cost(data: list): - import requests + import requests # type: ignore from datetime import datetime, timedelta if len(data) == 0: diff --git a/litellm/_redis.py b/litellm/_redis.py index d7789472c..d72016dcd 100644 --- a/litellm/_redis.py +++ b/litellm/_redis.py @@ -10,8 +10,8 @@ # s/o [@Frank Colson](https://www.linkedin.com/in/frank-colson-422b9b183/) for this redis implementation import os import inspect -import redis, litellm -import redis.asyncio as async_redis +import redis, litellm # type: ignore +import redis.asyncio as async_redis # type: ignore from typing import List, Optional diff --git a/litellm/budget_manager.py b/litellm/budget_manager.py index 841015753..9ef4bfafa 100644 --- a/litellm/budget_manager.py +++ b/litellm/budget_manager.py @@ -10,7 +10,7 @@ import os, json, time import litellm from litellm.utils import ModelResponse -import requests, threading +import requests, threading # type: ignore from typing import Optional, Union, Literal diff --git a/litellm/integrations/aispend.py b/litellm/integrations/aispend.py index 2015d45dd..a893f8923 100644 --- a/litellm/integrations/aispend.py +++ b/litellm/integrations/aispend.py @@ -1,7 +1,6 @@ #### What this does #### # On success + failure, log events to aispend.io import dotenv, os -import requests dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/integrations/athina.py b/litellm/integrations/athina.py index 897cf6c8d..660dd51ef 100644 --- a/litellm/integrations/athina.py +++ b/litellm/integrations/athina.py @@ -4,18 +4,30 @@ import datetime class AthinaLogger: def __init__(self): import os + self.athina_api_key = os.getenv("ATHINA_API_KEY") self.headers = { "athina-api-key": self.athina_api_key, - "Content-Type": "application/json" + "Content-Type": "application/json", } self.athina_logging_url = "https://log.athina.ai/api/v1/log/inference" - self.additional_keys = ["environment", "prompt_slug", "customer_id", "customer_user_id", "session_id", "external_reference_id", "context", "expected_response", "user_query"] + self.additional_keys = [ + "environment", + "prompt_slug", + "customer_id", + "customer_user_id", + "session_id", + "external_reference_id", + "context", + "expected_response", + "user_query", + ] def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): - import requests + import requests # type: ignore import json import traceback + try: response_json = response_obj.model_dump() if response_obj else {} data = { @@ -23,32 +35,51 @@ class AthinaLogger: "request": kwargs, "response": response_json, "prompt_tokens": response_json.get("usage", {}).get("prompt_tokens"), - "completion_tokens": response_json.get("usage", {}).get("completion_tokens"), + "completion_tokens": response_json.get("usage", {}).get( + "completion_tokens" + ), "total_tokens": response_json.get("usage", {}).get("total_tokens"), } - - if type(end_time) == datetime.datetime and type(start_time) == datetime.datetime: - data["response_time"] = int((end_time - start_time).total_seconds() * 1000) + + if ( + type(end_time) == datetime.datetime + and type(start_time) == datetime.datetime + ): + data["response_time"] = int( + (end_time - start_time).total_seconds() * 1000 + ) if "messages" in kwargs: data["prompt"] = kwargs.get("messages", None) # Directly add tools or functions if present optional_params = kwargs.get("optional_params", {}) - data.update((k, v) for k, v in optional_params.items() if k in ["tools", "functions"]) + data.update( + (k, v) + for k, v in optional_params.items() + if k in ["tools", "functions"] + ) # Add additional metadata keys - metadata = kwargs.get("litellm_params", {}).get("metadata", {}) + metadata = kwargs.get("litellm_params", {}).get("metadata", {}) if metadata: for key in self.additional_keys: if key in metadata: data[key] = metadata[key] - response = requests.post(self.athina_logging_url, headers=self.headers, data=json.dumps(data, default=str)) + response = requests.post( + self.athina_logging_url, + headers=self.headers, + data=json.dumps(data, default=str), + ) if response.status_code != 200: - print_verbose(f"Athina Logger Error - {response.text}, {response.status_code}") + print_verbose( + f"Athina Logger Error - {response.text}, {response.status_code}" + ) else: print_verbose(f"Athina Logger Succeeded - {response.text}") except Exception as e: - print_verbose(f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}") - pass \ No newline at end of file + print_verbose( + f"Athina Logger Error - {e}, Stack trace: {traceback.format_exc()}" + ) + pass diff --git a/litellm/integrations/berrispend.py b/litellm/integrations/berrispend.py index 7d91ffca7..1f0ae4581 100644 --- a/litellm/integrations/berrispend.py +++ b/litellm/integrations/berrispend.py @@ -1,7 +1,7 @@ #### What this does #### # On success + failure, log events to aispend.io import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/integrations/clickhouse.py b/litellm/integrations/clickhouse.py index d5000e5c4..7d1fb37d9 100644 --- a/litellm/integrations/clickhouse.py +++ b/litellm/integrations/clickhouse.py @@ -3,7 +3,6 @@ #### What this does #### # On success, logs events to Promptlayer import dotenv, os -import requests from litellm.proxy._types import UserAPIKeyAuth from litellm.caching import DualCache diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py index b288036ad..8a3e0f467 100644 --- a/litellm/integrations/custom_logger.py +++ b/litellm/integrations/custom_logger.py @@ -1,7 +1,6 @@ #### What this does #### # On success, logs events to Promptlayer import dotenv, os -import requests from litellm.proxy._types import UserAPIKeyAuth from litellm.caching import DualCache diff --git a/litellm/integrations/datadog.py b/litellm/integrations/datadog.py index f5db5bf1f..d969341fc 100644 --- a/litellm/integrations/datadog.py +++ b/litellm/integrations/datadog.py @@ -2,7 +2,7 @@ # On success + failure, log events to Supabase import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/integrations/dynamodb.py b/litellm/integrations/dynamodb.py index 2ed6c3f9f..b5462ee7f 100644 --- a/litellm/integrations/dynamodb.py +++ b/litellm/integrations/dynamodb.py @@ -2,7 +2,7 @@ # On success + failure, log events to Supabase import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/integrations/greenscale.py b/litellm/integrations/greenscale.py index 3ff808ddb..78190d69d 100644 --- a/litellm/integrations/greenscale.py +++ b/litellm/integrations/greenscale.py @@ -1,15 +1,17 @@ -import requests +import requests # type: ignore import json import traceback from datetime import datetime, timezone + class GreenscaleLogger: def __init__(self): import os + self.greenscale_api_key = os.getenv("GREENSCALE_API_KEY") self.headers = { "api-key": self.greenscale_api_key, - "Content-Type": "application/json" + "Content-Type": "application/json", } self.greenscale_logging_url = os.getenv("GREENSCALE_ENDPOINT") @@ -19,33 +21,48 @@ class GreenscaleLogger: data = { "modelId": kwargs.get("model"), "inputTokenCount": response_json.get("usage", {}).get("prompt_tokens"), - "outputTokenCount": response_json.get("usage", {}).get("completion_tokens"), + "outputTokenCount": response_json.get("usage", {}).get( + "completion_tokens" + ), } - data["timestamp"] = datetime.now(timezone.utc).strftime('%Y-%m-%dT%H:%M:%SZ') - - if type(end_time) == datetime and type(start_time) == datetime: - data["invocationLatency"] = int((end_time - start_time).total_seconds() * 1000) + data["timestamp"] = datetime.now(timezone.utc).strftime( + "%Y-%m-%dT%H:%M:%SZ" + ) + if type(end_time) == datetime and type(start_time) == datetime: + data["invocationLatency"] = int( + (end_time - start_time).total_seconds() * 1000 + ) # Add additional metadata keys to tags tags = [] metadata = kwargs.get("litellm_params", {}).get("metadata", {}) for key, value in metadata.items(): - if key.startswith("greenscale"): + if key.startswith("greenscale"): if key == "greenscale_project": data["project"] = value elif key == "greenscale_application": data["application"] = value else: - tags.append({"key": key.replace("greenscale_", ""), "value": str(value)}) - + tags.append( + {"key": key.replace("greenscale_", ""), "value": str(value)} + ) + data["tags"] = tags - response = requests.post(self.greenscale_logging_url, headers=self.headers, data=json.dumps(data, default=str)) + response = requests.post( + self.greenscale_logging_url, + headers=self.headers, + data=json.dumps(data, default=str), + ) if response.status_code != 200: - print_verbose(f"Greenscale Logger Error - {response.text}, {response.status_code}") + print_verbose( + f"Greenscale Logger Error - {response.text}, {response.status_code}" + ) else: print_verbose(f"Greenscale Logger Succeeded - {response.text}") except Exception as e: - print_verbose(f"Greenscale Logger Error - {e}, Stack trace: {traceback.format_exc()}") - pass \ No newline at end of file + print_verbose( + f"Greenscale Logger Error - {e}, Stack trace: {traceback.format_exc()}" + ) + pass diff --git a/litellm/integrations/helicone.py b/litellm/integrations/helicone.py index cb8663773..c8c107541 100644 --- a/litellm/integrations/helicone.py +++ b/litellm/integrations/helicone.py @@ -1,7 +1,7 @@ #### What this does #### # On success, logs events to Helicone import dotenv, os -import requests +import requests # type: ignore import litellm dotenv.load_dotenv() # Loading env variables using dotenv diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py index 415f3d2d2..8a0fb3852 100644 --- a/litellm/integrations/langsmith.py +++ b/litellm/integrations/langsmith.py @@ -1,15 +1,14 @@ #### What this does #### # On success, logs events to Langsmith -import dotenv, os -import requests -import requests +import dotenv, os # type: ignore +import requests # type: ignore from datetime import datetime dotenv.load_dotenv() # Loading env variables using dotenv import traceback import asyncio import types -from pydantic import BaseModel +from pydantic import BaseModel # type: ignore def is_serializable(value): @@ -79,8 +78,6 @@ class LangsmithLogger: except: response_obj = response_obj.dict() # type: ignore - print(f"response_obj: {response_obj}") - data = { "name": run_name, "run_type": "llm", # this should always be llm, since litellm always logs llm calls. Langsmith allow us to log "chain" @@ -90,7 +87,6 @@ class LangsmithLogger: "start_time": start_time, "end_time": end_time, } - print(f"data: {data}") response = requests.post( "https://api.smith.langchain.com/runs", diff --git a/litellm/integrations/openmeter.py b/litellm/integrations/openmeter.py index 237a40eb8..a454739d5 100644 --- a/litellm/integrations/openmeter.py +++ b/litellm/integrations/openmeter.py @@ -2,7 +2,6 @@ ## On Success events log cost to OpenMeter - https://github.com/BerriAI/litellm/issues/1268 import dotenv, os, json -import requests import litellm dotenv.load_dotenv() # Loading env variables using dotenv @@ -60,7 +59,7 @@ class OpenMeterLogger(CustomLogger): "total_tokens": response_obj["usage"].get("total_tokens"), } - subject = kwargs.get("user", None), # end-user passed in via 'user' param + subject = (kwargs.get("user", None),) # end-user passed in via 'user' param if not subject: raise Exception("OpenMeter: user is required") diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index e3c6e8e77..577946ce1 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -3,7 +3,7 @@ # On success, log events to Prometheus import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback @@ -19,7 +19,6 @@ class PrometheusLogger: **kwargs, ): try: - print(f"in init prometheus metrics") from prometheus_client import Counter self.litellm_llm_api_failed_requests_metric = Counter( diff --git a/litellm/integrations/prometheus_services.py b/litellm/integrations/prometheus_services.py index 0249a71d0..d276bb85b 100644 --- a/litellm/integrations/prometheus_services.py +++ b/litellm/integrations/prometheus_services.py @@ -4,7 +4,7 @@ import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback @@ -183,7 +183,6 @@ class PrometheusServicesLogger: ) async def async_service_failure_hook(self, payload: ServiceLoggerPayload): - print(f"received error payload: {payload.error}") if self.mock_testing: self.mock_testing_failure_calls += 1 diff --git a/litellm/integrations/prompt_layer.py b/litellm/integrations/prompt_layer.py index 39a80940b..ce610e1ef 100644 --- a/litellm/integrations/prompt_layer.py +++ b/litellm/integrations/prompt_layer.py @@ -1,12 +1,13 @@ #### What this does #### # On success, logs events to Promptlayer import dotenv, os -import requests +import requests # type: ignore from pydantic import BaseModel dotenv.load_dotenv() # Loading env variables using dotenv import traceback + class PromptLayerLogger: # Class variables or attributes def __init__(self): @@ -32,7 +33,11 @@ class PromptLayerLogger: tags = kwargs["litellm_params"]["metadata"]["pl_tags"] # Remove "pl_tags" from metadata - metadata = {k:v for k, v in kwargs["litellm_params"]["metadata"].items() if k != "pl_tags"} + metadata = { + k: v + for k, v in kwargs["litellm_params"]["metadata"].items() + if k != "pl_tags" + } print_verbose( f"Prompt Layer Logging - Enters logging function for model kwargs: {new_kwargs}\n, response: {response_obj}" diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index dc35430bc..d31b15840 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -2,7 +2,6 @@ # On success + failure, log events to Supabase import dotenv, os -import requests dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/integrations/supabase.py b/litellm/integrations/supabase.py index a99e4abc4..58beba8a3 100644 --- a/litellm/integrations/supabase.py +++ b/litellm/integrations/supabase.py @@ -2,7 +2,7 @@ # On success + failure, log events to Supabase import dotenv, os -import requests +import requests # type: ignore dotenv.load_dotenv() # Loading env variables using dotenv import traceback diff --git a/litellm/llms/ai21.py b/litellm/llms/ai21.py index 73d5afebe..a39a83f15 100644 --- a/litellm/llms/ai21.py +++ b/litellm/llms/ai21.py @@ -1,8 +1,8 @@ import os, types, traceback import json from enum import Enum -import requests -import time, httpx +import requests # type: ignore +import time, httpx # type: ignore from typing import Callable, Optional from litellm.utils import ModelResponse, Choices, Message import litellm diff --git a/litellm/llms/aleph_alpha.py b/litellm/llms/aleph_alpha.py index 86a30a9ec..7edd11964 100644 --- a/litellm/llms/aleph_alpha.py +++ b/litellm/llms/aleph_alpha.py @@ -1,12 +1,12 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional import litellm from litellm.utils import ModelResponse, Choices, Message, Usage -import httpx +import httpx # type: ignore class AlephAlphaError(Exception): diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py index 3fc374dce..818c4ecb3 100644 --- a/litellm/llms/anthropic.py +++ b/litellm/llms/anthropic.py @@ -1,7 +1,7 @@ import os, types import json from enum import Enum -import requests, copy +import requests, copy # type: ignore import time from typing import Callable, Optional, List from litellm.utils import ModelResponse, Usage, map_finish_reason, CustomStreamWrapper @@ -9,7 +9,7 @@ import litellm from .prompt_templates.factory import prompt_factory, custom_prompt from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler from .base import BaseLLM -import httpx +import httpx # type: ignore class AnthropicConstants(Enum): diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py index e7af9d43b..4fed81bf6 100644 --- a/litellm/llms/azure.py +++ b/litellm/llms/azure.py @@ -1,5 +1,5 @@ from typing import Optional, Union, Any -import types, requests +import types, requests # type: ignore from .base import BaseLLM from litellm.utils import ( ModelResponse, @@ -12,7 +12,7 @@ from litellm.utils import ( from typing import Callable, Optional, BinaryIO from litellm import OpenAIConfig import litellm, json -import httpx +import httpx # type: ignore from .custom_httpx.azure_dall_e_2 import CustomHTTPTransport, AsyncCustomHTTPTransport from openai import AzureOpenAI, AsyncAzureOpenAI import uuid diff --git a/litellm/llms/azure_text.py b/litellm/llms/azure_text.py index e0d547477..640ab8222 100644 --- a/litellm/llms/azure_text.py +++ b/litellm/llms/azure_text.py @@ -1,5 +1,5 @@ from typing import Optional, Union, Any -import types, requests +import types, requests # type: ignore from .base import BaseLLM from litellm.utils import ( ModelResponse, diff --git a/litellm/llms/baseten.py b/litellm/llms/baseten.py index 75db9ab46..643dae530 100644 --- a/litellm/llms/baseten.py +++ b/litellm/llms/baseten.py @@ -1,7 +1,7 @@ import os import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable from litellm.utils import ModelResponse, Usage diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py index 2f26ae4a9..08433ba18 100644 --- a/litellm/llms/bedrock.py +++ b/litellm/llms/bedrock.py @@ -163,10 +163,9 @@ class AmazonAnthropicClaude3Config: "stop", "temperature", "top_p", - "extra_headers" + "extra_headers", ] - def map_openai_params(self, non_default_params: dict, optional_params: dict): for param, value in non_default_params.items(): if param == "max_tokens": @@ -534,10 +533,12 @@ class AmazonStabilityConfig: def add_custom_header(headers): """Closure to capture the headers and add them.""" + def callback(request, **kwargs): """Actual callback function that Boto3 will call.""" for header_name, header_value in headers.items(): request.headers.add_header(header_name, header_value) + return callback @@ -672,7 +673,9 @@ def init_bedrock_client( config=config, ) if extra_headers: - client.meta.events.register('before-sign.bedrock-runtime.*', add_custom_header(extra_headers)) + client.meta.events.register( + "before-sign.bedrock-runtime.*", add_custom_header(extra_headers) + ) return client @@ -1224,7 +1227,7 @@ def _embedding_func_single( "input_type", "search_document" ) # aws bedrock example default - https://us-east-1.console.aws.amazon.com/bedrock/home?region=us-east-1#/providers?model=cohere.embed-english-v3 data = {"texts": [input], **inference_params} # type: ignore - body = json.dumps(data).encode("utf-8") + body = json.dumps(data).encode("utf-8") # type: ignore ## LOGGING request_str = f""" response = client.invoke_model( @@ -1416,7 +1419,7 @@ def image_generation( ## LOGGING request_str = f""" response = client.invoke_model( - body={body}, + body={body}, # type: ignore modelId={modelId}, accept="application/json", contentType="application/json", diff --git a/litellm/llms/cloudflare.py b/litellm/llms/cloudflare.py index b8187cbc9..5a24b3b44 100644 --- a/litellm/llms/cloudflare.py +++ b/litellm/llms/cloudflare.py @@ -1,11 +1,11 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional import litellm -import httpx +import httpx # type: ignore from litellm.utils import ModelResponse, Usage from .prompt_templates.factory import prompt_factory, custom_prompt diff --git a/litellm/llms/cohere.py b/litellm/llms/cohere.py index b867559c3..0ebdf38f1 100644 --- a/litellm/llms/cohere.py +++ b/litellm/llms/cohere.py @@ -1,12 +1,12 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time, traceback from typing import Callable, Optional from litellm.utils import ModelResponse, Choices, Message, Usage import litellm -import httpx +import httpx # type: ignore class CohereError(Exception): diff --git a/litellm/llms/cohere_chat.py b/litellm/llms/cohere_chat.py index 2a9bc320b..e4de6ddcb 100644 --- a/litellm/llms/cohere_chat.py +++ b/litellm/llms/cohere_chat.py @@ -1,12 +1,12 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time, traceback from typing import Callable, Optional from litellm.utils import ModelResponse, Choices, Message, Usage import litellm -import httpx +import httpx # type: ignore from .prompt_templates.factory import cohere_message_pt diff --git a/litellm/llms/maritalk.py b/litellm/llms/maritalk.py index 4c6b86d3c..dfe53e9df 100644 --- a/litellm/llms/maritalk.py +++ b/litellm/llms/maritalk.py @@ -1,7 +1,7 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time, traceback from typing import Callable, Optional, List from litellm.utils import ModelResponse, Choices, Message, Usage diff --git a/litellm/llms/nlp_cloud.py b/litellm/llms/nlp_cloud.py index 86648118f..cd5f17a90 100644 --- a/litellm/llms/nlp_cloud.py +++ b/litellm/llms/nlp_cloud.py @@ -1,7 +1,7 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional import litellm diff --git a/litellm/llms/ollama.py b/litellm/llms/ollama.py index 5180cfebe..9c9b5e898 100644 --- a/litellm/llms/ollama.py +++ b/litellm/llms/ollama.py @@ -1,10 +1,10 @@ from itertools import chain -import requests, types, time +import requests, types, time # type: ignore import json, uuid import traceback from typing import Optional import litellm -import httpx, aiohttp, asyncio +import httpx, aiohttp, asyncio # type: ignore from .prompt_templates.factory import prompt_factory, custom_prompt @@ -220,7 +220,10 @@ def get_ollama_response( tool_calls=[ { "id": f"call_{str(uuid.uuid4())}", - "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])}, + "function": { + "name": function_call["name"], + "arguments": json.dumps(function_call["arguments"]), + }, "type": "function", } ], @@ -232,7 +235,9 @@ def get_ollama_response( model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + model prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt, disallowed_special=()))) # type: ignore - completion_tokens = response_json.get("eval_count", len(response_json.get("message",dict()).get("content", ""))) + completion_tokens = response_json.get( + "eval_count", len(response_json.get("message", dict()).get("content", "")) + ) model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, @@ -273,7 +278,10 @@ def ollama_completion_stream(url, data, logging_obj): tool_calls=[ { "id": f"call_{str(uuid.uuid4())}", - "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])}, + "function": { + "name": function_call["name"], + "arguments": json.dumps(function_call["arguments"]), + }, "type": "function", } ], @@ -314,9 +322,10 @@ async def ollama_async_streaming(url, data, model_response, encoding, logging_ob first_chunk_content = first_chunk.choices[0].delta.content or "" response_content = first_chunk_content + "".join( [ - chunk.choices[0].delta.content - async for chunk in streamwrapper - if chunk.choices[0].delta.content] + chunk.choices[0].delta.content + async for chunk in streamwrapper + if chunk.choices[0].delta.content + ] ) function_call = json.loads(response_content) delta = litellm.utils.Delta( @@ -324,7 +333,10 @@ async def ollama_async_streaming(url, data, model_response, encoding, logging_ob tool_calls=[ { "id": f"call_{str(uuid.uuid4())}", - "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])}, + "function": { + "name": function_call["name"], + "arguments": json.dumps(function_call["arguments"]), + }, "type": "function", } ], @@ -373,7 +385,10 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj): tool_calls=[ { "id": f"call_{str(uuid.uuid4())}", - "function": {"name": function_call["name"], "arguments": json.dumps(function_call["arguments"])}, + "function": { + "name": function_call["name"], + "arguments": json.dumps(function_call["arguments"]), + }, "type": "function", } ], @@ -387,7 +402,10 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj): model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + data["model"] prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(data["prompt"], disallowed_special=()))) # type: ignore - completion_tokens = response_json.get("eval_count", len(response_json.get("message",dict()).get("content", ""))) + completion_tokens = response_json.get( + "eval_count", + len(response_json.get("message", dict()).get("content", "")), + ) model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, @@ -475,6 +493,7 @@ async def ollama_aembeddings( } return model_response + def ollama_embeddings( api_base: str, model: str, @@ -492,5 +511,6 @@ def ollama_embeddings( optional_params, logging_obj, model_response, - encoding) + encoding, ) + ) diff --git a/litellm/llms/oobabooga.py b/litellm/llms/oobabooga.py index b166c9069..f8f32e0fe 100644 --- a/litellm/llms/oobabooga.py +++ b/litellm/llms/oobabooga.py @@ -1,7 +1,7 @@ import os import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional from litellm.utils import ModelResponse, Usage diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py index f007507c9..d516334ac 100644 --- a/litellm/llms/openai.py +++ b/litellm/llms/openai.py @@ -22,7 +22,6 @@ from litellm.utils import ( TextCompletionResponse, ) from typing import Callable, Optional -import aiohttp, requests import litellm from .prompt_templates.factory import prompt_factory, custom_prompt from openai import OpenAI, AsyncOpenAI diff --git a/litellm/llms/petals.py b/litellm/llms/petals.py index 25403f598..334b80d38 100644 --- a/litellm/llms/petals.py +++ b/litellm/llms/petals.py @@ -1,7 +1,7 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional import litellm diff --git a/litellm/llms/replicate.py b/litellm/llms/replicate.py index 65052e317..c29728134 100644 --- a/litellm/llms/replicate.py +++ b/litellm/llms/replicate.py @@ -1,11 +1,11 @@ import os, types import json -import requests +import requests # type: ignore import time from typing import Callable, Optional from litellm.utils import ModelResponse, Usage import litellm -import httpx +import httpx # type: ignore from .prompt_templates.factory import prompt_factory, custom_prompt diff --git a/litellm/llms/sagemaker.py b/litellm/llms/sagemaker.py index 27d3ff72a..8e75428bb 100644 --- a/litellm/llms/sagemaker.py +++ b/litellm/llms/sagemaker.py @@ -1,14 +1,14 @@ import os, types, traceback from enum import Enum import json -import requests +import requests # type: ignore import time from typing import Callable, Optional, Any import litellm from litellm.utils import ModelResponse, EmbeddingResponse, get_secret, Usage import sys from copy import deepcopy -import httpx +import httpx # type: ignore from .prompt_templates.factory import prompt_factory, custom_prompt @@ -295,7 +295,7 @@ def completion( EndpointName={model}, InferenceComponentName={model_id}, ContentType="application/json", - Body={data}, + Body={data}, # type: ignore CustomAttributes="accept_eula=true", ) """ # type: ignore @@ -321,7 +321,7 @@ def completion( response = client.invoke_endpoint( EndpointName={model}, ContentType="application/json", - Body={data}, + Body={data}, # type: ignore CustomAttributes="accept_eula=true", ) """ # type: ignore @@ -688,7 +688,7 @@ def embedding( response = client.invoke_endpoint( EndpointName={model}, ContentType="application/json", - Body={data}, + Body={data}, # type: ignore CustomAttributes="accept_eula=true", )""" # type: ignore logging_obj.pre_call( diff --git a/litellm/llms/together_ai.py b/litellm/llms/together_ai.py index 3f9d3b9de..47453ca88 100644 --- a/litellm/llms/together_ai.py +++ b/litellm/llms/together_ai.py @@ -6,11 +6,11 @@ Reference: https://docs.together.ai/docs/openai-api-compatibility import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional import litellm -import httpx +import httpx # type: ignore from litellm.utils import ModelResponse, Usage from .prompt_templates.factory import prompt_factory, custom_prompt diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py index ce0ccc73a..cab7ae19f 100644 --- a/litellm/llms/vertex_ai.py +++ b/litellm/llms/vertex_ai.py @@ -1,12 +1,12 @@ import os, types import json from enum import Enum -import requests +import requests # type: ignore import time from typing import Callable, Optional, Union, List from litellm.utils import ModelResponse, Usage, CustomStreamWrapper, map_finish_reason import litellm, uuid -import httpx, inspect +import httpx, inspect # type: ignore class VertexAIError(Exception): diff --git a/litellm/llms/vertex_ai_anthropic.py b/litellm/llms/vertex_ai_anthropic.py index e73545f99..3bdcf4fd6 100644 --- a/litellm/llms/vertex_ai_anthropic.py +++ b/litellm/llms/vertex_ai_anthropic.py @@ -3,7 +3,7 @@ import os, types import json from enum import Enum -import requests, copy +import requests, copy # type: ignore import time, uuid from typing import Callable, Optional, List from litellm.utils import ModelResponse, Usage, map_finish_reason, CustomStreamWrapper @@ -17,7 +17,7 @@ from .prompt_templates.factory import ( extract_between_tags, parse_xml_params, ) -import httpx +import httpx # type: ignore class VertexAIError(Exception): diff --git a/litellm/llms/vllm.py b/litellm/llms/vllm.py index 15f18cbdc..b2a9dd54d 100644 --- a/litellm/llms/vllm.py +++ b/litellm/llms/vllm.py @@ -1,8 +1,8 @@ import os import json from enum import Enum -import requests -import time, httpx +import requests # type: ignore +import time, httpx # type: ignore from typing import Callable, Any from litellm.utils import ModelResponse, Usage from .prompt_templates.factory import prompt_factory, custom_prompt diff --git a/litellm/llms/watsonx.py b/litellm/llms/watsonx.py index ac38a2a8f..99f2d18ba 100644 --- a/litellm/llms/watsonx.py +++ b/litellm/llms/watsonx.py @@ -3,8 +3,8 @@ import json, types, time # noqa: E401 from contextlib import contextmanager from typing import Callable, Dict, Optional, Any, Union, List -import httpx -import requests +import httpx # type: ignore +import requests # type: ignore import litellm from litellm.utils import ModelResponse, get_secret, Usage diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py index 41eff1eaf..0d0919e18 100644 --- a/litellm/proxy/proxy_cli.py +++ b/litellm/proxy/proxy_cli.py @@ -252,7 +252,7 @@ def run_server( if model and "ollama" in model and api_base is None: run_ollama_serve() if test_async is True: - import requests, concurrent, time + import requests, concurrent, time # type: ignore api_base = f"http://{host}:{port}" @@ -418,7 +418,7 @@ def run_server( read from there and save it to os.env['DATABASE_URL'] """ try: - import yaml, asyncio + import yaml, asyncio # type: ignore except: raise ImportError( "yaml needs to be imported. Run - `pip install 'litellm[proxy]'`" diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ce62a7609..53352a4f8 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -30,7 +30,7 @@ sys.path.insert( try: import fastapi import backoff - import yaml + import yaml # type: ignore import orjson import logging from apscheduler.schedulers.asyncio import AsyncIOScheduler @@ -3719,6 +3719,7 @@ async def chat_completion( "x-litellm-model-id": model_id, "x-litellm-cache-key": cache_key, "x-litellm-model-api-base": api_base, + "x-litellm-version": version, } selected_data_generator = select_data_generator( response=response, @@ -3734,6 +3735,7 @@ async def chat_completion( fastapi_response.headers["x-litellm-model-id"] = model_id fastapi_response.headers["x-litellm-cache-key"] = cache_key fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version ### CALL HOOKS ### - modify outgoing data response = await proxy_logging_obj.post_call_success_hook( @@ -3890,14 +3892,10 @@ async def completion( }, ) - if hasattr(response, "_hidden_params"): - model_id = response._hidden_params.get("model_id", None) or "" - original_response = ( - response._hidden_params.get("original_response", None) or "" - ) - else: - model_id = "" - original_response = "" + hidden_params = getattr(response, "_hidden_params", {}) or {} + model_id = hidden_params.get("model_id", None) or "" + cache_key = hidden_params.get("cache_key", None) or "" + api_base = hidden_params.get("api_base", None) or "" verbose_proxy_logger.debug("final response: %s", response) if ( @@ -3905,6 +3903,9 @@ async def completion( ): # use generate_responses to stream responses custom_headers = { "x-litellm-model-id": model_id, + "x-litellm-cache-key": cache_key, + "x-litellm-model-api-base": api_base, + "x-litellm-version": version, } selected_data_generator = select_data_generator( response=response, @@ -3919,6 +3920,10 @@ async def completion( ) fastapi_response.headers["x-litellm-model-id"] = model_id + fastapi_response.headers["x-litellm-cache-key"] = cache_key + fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version + return response except Exception as e: data["litellm_status"] = "fail" # used for alerting @@ -3958,6 +3963,7 @@ async def completion( ) # azure compatible endpoint async def embeddings( request: Request, + fastapi_response: Response, model: Optional[str] = None, user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): @@ -4104,6 +4110,17 @@ async def embeddings( ### ALERTING ### data["litellm_status"] = "success" # used for alerting + ### RESPONSE HEADERS ### + hidden_params = getattr(response, "_hidden_params", {}) or {} + model_id = hidden_params.get("model_id", None) or "" + cache_key = hidden_params.get("cache_key", None) or "" + api_base = hidden_params.get("api_base", None) or "" + + fastapi_response.headers["x-litellm-model-id"] = model_id + fastapi_response.headers["x-litellm-cache-key"] = cache_key + fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version + return response except Exception as e: data["litellm_status"] = "fail" # used for alerting @@ -4142,6 +4159,7 @@ async def embeddings( ) async def image_generation( request: Request, + fastapi_response: Response, user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): global proxy_logging_obj @@ -4261,6 +4279,17 @@ async def image_generation( ### ALERTING ### data["litellm_status"] = "success" # used for alerting + ### RESPONSE HEADERS ### + hidden_params = getattr(response, "_hidden_params", {}) or {} + model_id = hidden_params.get("model_id", None) or "" + cache_key = hidden_params.get("cache_key", None) or "" + api_base = hidden_params.get("api_base", None) or "" + + fastapi_response.headers["x-litellm-model-id"] = model_id + fastapi_response.headers["x-litellm-cache-key"] = cache_key + fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version + return response except Exception as e: data["litellm_status"] = "fail" # used for alerting @@ -4297,6 +4326,7 @@ async def image_generation( ) async def audio_transcriptions( request: Request, + fastapi_response: Response, file: UploadFile = File(...), user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): @@ -4441,6 +4471,18 @@ async def audio_transcriptions( ### ALERTING ### data["litellm_status"] = "success" # used for alerting + + ### RESPONSE HEADERS ### + hidden_params = getattr(response, "_hidden_params", {}) or {} + model_id = hidden_params.get("model_id", None) or "" + cache_key = hidden_params.get("cache_key", None) or "" + api_base = hidden_params.get("api_base", None) or "" + + fastapi_response.headers["x-litellm-model-id"] = model_id + fastapi_response.headers["x-litellm-cache-key"] = cache_key + fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version + return response except Exception as e: data["litellm_status"] = "fail" # used for alerting @@ -4480,6 +4522,7 @@ async def audio_transcriptions( ) async def moderations( request: Request, + fastapi_response: Response, user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): """ @@ -4604,6 +4647,17 @@ async def moderations( ### ALERTING ### data["litellm_status"] = "success" # used for alerting + ### RESPONSE HEADERS ### + hidden_params = getattr(response, "_hidden_params", {}) or {} + model_id = hidden_params.get("model_id", None) or "" + cache_key = hidden_params.get("cache_key", None) or "" + api_base = hidden_params.get("api_base", None) or "" + + fastapi_response.headers["x-litellm-model-id"] = model_id + fastapi_response.headers["x-litellm-cache-key"] = cache_key + fastapi_response.headers["x-litellm-model-api-base"] = api_base + fastapi_response.headers["x-litellm-version"] = version + return response except Exception as e: data["litellm_status"] = "fail" # used for alerting diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 0379d5152..e4fa73307 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1689,12 +1689,12 @@ def get_instance_fn(value: str, config_file_path: Optional[str] = None) -> Any: module_file_path = os.path.join(directory, *module_name.split(".")) module_file_path += ".py" - spec = importlib.util.spec_from_file_location(module_name, module_file_path) + spec = importlib.util.spec_from_file_location(module_name, module_file_path) # type: ignore if spec is None: raise ImportError( f"Could not find a module specification for {module_file_path}" ) - module = importlib.util.module_from_spec(spec) + module = importlib.util.module_from_spec(spec) # type: ignore spec.loader.exec_module(module) # type: ignore else: # Dynamically import the module diff --git a/litellm/router_strategy/least_busy.py b/litellm/router_strategy/least_busy.py index 68874cec4..54d44b41d 100644 --- a/litellm/router_strategy/least_busy.py +++ b/litellm/router_strategy/least_busy.py @@ -6,7 +6,7 @@ # - use litellm.success + failure callbacks to log when a request completed # - in get_available_deployment, for a given model group name -> pick based on traffic -import dotenv, os, requests, random +import dotenv, os, requests, random # type: ignore from typing import Optional dotenv.load_dotenv() # Loading env variables using dotenv diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py index 2d010fb4f..279af2ae9 100644 --- a/litellm/router_strategy/lowest_cost.py +++ b/litellm/router_strategy/lowest_cost.py @@ -1,7 +1,7 @@ #### What this does #### # picks based on response time (for streaming, this is time to first token) from pydantic import BaseModel, Extra, Field, root_validator -import dotenv, os, requests, random +import dotenv, os, requests, random # type: ignore from typing import Optional, Union, List, Dict from datetime import datetime, timedelta import random diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py index 5f0f15aac..afdfc1779 100644 --- a/litellm/router_strategy/lowest_latency.py +++ b/litellm/router_strategy/lowest_latency.py @@ -1,7 +1,7 @@ #### What this does #### # picks based on response time (for streaming, this is time to first token) -from pydantic import BaseModel, Extra, Field, root_validator -import dotenv, os, requests, random +from pydantic import BaseModel, Extra, Field, root_validator # type: ignore +import dotenv, os, requests, random # type: ignore from typing import Optional, Union, List, Dict from datetime import datetime, timedelta import random diff --git a/litellm/utils.py b/litellm/utils.py index 88e395233..8136b8777 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -14,7 +14,7 @@ import subprocess, os from os.path import abspath, join, dirname import litellm, openai import itertools -import random, uuid, requests +import random, uuid, requests # type: ignore from functools import wraps import datetime, time import tiktoken @@ -36,7 +36,7 @@ import litellm._service_logger # for storing API inputs, outputs, and metadata try: # this works in python 3.8 - import pkg_resources + import pkg_resources # type: ignore filename = pkg_resources.resource_filename(__name__, "llms/tokenizers") # try: @@ -7732,11 +7732,11 @@ def _calculate_retry_after( try: retry_after = int(retry_header) except Exception: - retry_date_tuple = email.utils.parsedate_tz(retry_header) + retry_date_tuple = email.utils.parsedate_tz(retry_header) # type: ignore if retry_date_tuple is None: retry_after = -1 else: - retry_date = email.utils.mktime_tz(retry_date_tuple) + retry_date = email.utils.mktime_tz(retry_date_tuple) # type: ignore retry_after = int(retry_date - time.time()) else: retry_after = -1 @@ -9423,7 +9423,9 @@ def get_secret( else: secret = os.environ.get(secret_name) try: - secret_value_as_bool = ast.literal_eval(secret) if secret is not None else None + secret_value_as_bool = ( + ast.literal_eval(secret) if secret is not None else None + ) if isinstance(secret_value_as_bool, bool): return secret_value_as_bool else: From faab704d28ef0a8851d1eb71c67d675b495c2499 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:03:09 -0700 Subject: [PATCH 128/161] update global/spend/end_users --- litellm/llms/prompt_templates/factory.py | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index bce472ea0..dd906a64c 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -11,12 +11,14 @@ from jinja2 import BaseLoader, Template, exceptions, meta from jinja2.sandbox import ImmutableSandboxedEnvironment import litellm -from litellm.types.completion import (ChatCompletionFunctionMessageParam, - ChatCompletionMessageParam, - ChatCompletionMessageToolCallParam, - ChatCompletionSystemMessageParam, - ChatCompletionToolMessageParam, - ChatCompletionUserMessageParam) +from litellm.types.completion import ( + ChatCompletionFunctionMessageParam, + ChatCompletionMessageParam, + ChatCompletionMessageToolCallParam, + ChatCompletionSystemMessageParam, + ChatCompletionToolMessageParam, + ChatCompletionUserMessageParam, +) from litellm.types.llms.anthropic import * @@ -978,7 +980,7 @@ def anthropic_messages_pt(messages: list): # add role=tool support to allow function call result/error submission user_message_types = {"user", "tool", "function"} # reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, merge them. - new_messages = [] + new_messages: list = [] msg_i = 0 tool_use_param = False merge_with_previous = False From 1eea4d1c90264cc812f9b80bfcbfe34ba57c609f Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:03:38 -0700 Subject: [PATCH 129/161] fix /global/spend/end_users --- litellm/proxy/proxy_server.py | 49 +++++++++++++++-------------------- 1 file changed, 21 insertions(+), 28 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ac9cb56cc..68125a047 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5792,35 +5792,28 @@ async def global_spend_end_users(data: Optional[GlobalEndUsersSpend] = None): if prisma_client is None: raise HTTPException(status_code=500, detail={"error": "No db connected"}) - if data is None: - sql_query = f"""SELECT * FROM "Last30dTopEndUsersSpend";""" + """ + Gets the top 100 end-users for a given api key + """ + startTime = datetime.now() - timedelta(days=30) + endTime = datetime.now() - response = await prisma_client.db.query_raw(query=sql_query) - else: - """ - Gets the top 100 end-users for a given api key - """ - current_date = datetime.now() - past_date = current_date - timedelta(days=30) - response = await prisma_client.db.litellm_spendlogs.group_by( # type: ignore - by=["end_user"], - where={ - "AND": [{"startTime": {"gte": past_date}}, {"api_key": data.api_key}] # type: ignore - }, - sum={"spend": True}, - order={"_sum": {"spend": "desc"}}, # type: ignore - take=100, - count=True, - ) - if response is not None and isinstance(response, list): - new_response = [] - for r in response: - new_r = r - new_r["total_spend"] = r["_sum"]["spend"] - new_r["total_count"] = r["_count"]["_all"] - new_r.pop("_sum") - new_r.pop("_count") - new_response.append(new_r) + sql_query = """ +SELECT + end_user, + COUNT(*) AS total_count, + SUM(spend) AS total_spend +FROM + "LiteLLM_SpendLogs" +GROUP BY + end_user +WHERE + "startTime" >= $1 AND "startTime" < $2 +ORDER BY + total_spend DESC +LIMIT 100 + """ + response = await prisma_client.db.query_raw(sql_query, startTime, endTime) return response From b99a6717af6552cabc1d327b87c1fa1eb5e0a74b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:05:09 -0700 Subject: [PATCH 130/161] fix - startTime, endTime in GlobalEndUsersSpend --- litellm/proxy/_types.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index b7b2d0ab6..0a86c8424 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -494,6 +494,8 @@ class NewTeamRequest(TeamBase): class GlobalEndUsersSpend(LiteLLMBase): api_key: Optional[str] = None + startTime: Optional[datetime] = None + endTime: Optional[datetime] = None class TeamMemberAddRequest(LiteLLMBase): From c7037c20ea0f0141e9e3527790bf3035cb17be92 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:26:46 -0700 Subject: [PATCH 131/161] fix pass startTime and endTime on Users Usage tab --- ui/litellm-dashboard/src/components/networking.tsx | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index d65482b8f..a05b3848e 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -786,7 +786,9 @@ export const adminTopKeysCall = async (accessToken: String) => { export const adminTopEndUsersCall = async ( accessToken: String, - keyToken: String | null + keyToken: String | null, + startTime: String | undefined, + endTime: String | undefined ) => { try { let url = proxyBaseUrl @@ -796,7 +798,10 @@ export const adminTopEndUsersCall = async ( let body = ""; if (keyToken) { body = JSON.stringify({ api_key: keyToken }); + } else { + body = JSON.stringify({ startTime: startTime, endTime: endTime }); } + //message.info("Making top end users request"); // Define requestOptions with body as an optional property @@ -815,9 +820,7 @@ export const adminTopEndUsersCall = async ( }, }; - if (keyToken) { - requestOptions.body = JSON.stringify({ api_key: keyToken }); - } + requestOptions.body = body; const response = await fetch(url, requestOptions); if (!response.ok) { From 08d37e1b0e3563d22ce4e11949734e7c9f3bbcc4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:34:30 -0700 Subject: [PATCH 132/161] ui - filter usage by day --- ui/litellm-dashboard/src/components/usage.tsx | 22 ++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 1bd8838b6..9efb346a4 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -132,9 +132,21 @@ const UsagePage: React.FC = ({ let startTime = formatDate(firstDay); let endTime = formatDate(lastDay); - // const updateEndUserUsage(startTime: string, endTime: string) { - - // } + const updateEndUserData = async (startTime: Date | undefined, endTime: Date | undefined) => { + if (!startTime || !endTime || !accessToken) { + return; + } + + let newTopUserData = await adminTopEndUsersCall( + accessToken, + null, + startTime.toISOString(), + endTime.toISOString() + ) + console.log("End user data updated successfully", newTopUserData); + setTopUsers(newTopUserData); + + } function formatDate(date: Date) { const year = date.getFullYear(); @@ -361,7 +373,7 @@ const UsagePage: React.FC = ({ value={dateValue} onValueChange={(value) => { setDateValue(value); - updateModelMetrics(selectedModelGroup, value.from, value.to); // Call updateModelMetrics with the new date range + updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range }} /> End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls @@ -384,7 +396,7 @@ const UsagePage: React.FC = ({ {user.end_user} {user.total_spend?.toFixed(4)} - {user.total_events} + {user.total_count} ))} From 081e8732dcbcc6e04d94c33d8504632864643b1c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:34:44 -0700 Subject: [PATCH 133/161] ui - cleanup view users tab --- ui/litellm-dashboard/src/components/view_users.tsx | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx index fd152f25f..ebcfc4c2f 100644 --- a/ui/litellm-dashboard/src/components/view_users.tsx +++ b/ui/litellm-dashboard/src/components/view_users.tsx @@ -157,13 +157,11 @@ const ViewUserDashboard: React.FC = ({
- Key Owners: Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM + These are Users on LiteLLM that created API Keys. Automatically tracked by LiteLLM
- - Key Owners - + @@ -189,7 +187,7 @@ const ViewUserDashboard: React.FC = ({ ? user.models : "All Models"} - {user.spend ? user.spend : 0} + {user.spend ? user.spend?.toFixed(2) : 0} {user.max_budget ? user.max_budget : "Unlimited"} From 644738dafba522408a6166892bd8e62a8330d40a Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:57:28 -0700 Subject: [PATCH 134/161] usage - filter by keys --- ui/litellm-dashboard/src/app/page.tsx | 1 + .../src/components/networking.tsx | 2 +- ui/litellm-dashboard/src/components/usage.tsx | 33 ++++++++++++++++++- 3 files changed, 34 insertions(+), 2 deletions(-) diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx index 96731f7f5..ce6925081 100644 --- a/ui/litellm-dashboard/src/app/page.tsx +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -189,6 +189,7 @@ const CreateKeyPage = () => { userRole={userRole} token={token} accessToken={accessToken} + keys={keys} /> )} diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index a05b3848e..e1375e7d4 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -797,7 +797,7 @@ export const adminTopEndUsersCall = async ( let body = ""; if (keyToken) { - body = JSON.stringify({ api_key: keyToken }); + body = JSON.stringify({ api_key: keyToken, startTime: startTime, endTime: endTime }); } else { body = JSON.stringify({ startTime: startTime, endTime: endTime }); } diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 9efb346a4..481a418d5 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -24,6 +24,7 @@ interface UsagePageProps { token: string | null; userRole: string | null; userID: string | null; + keys: any[] | null; } type CustomTooltipTypeBar = { @@ -103,6 +104,7 @@ const UsagePage: React.FC = ({ token, userRole, userID, + keys, }) => { const currentDate = new Date(); const [keySpendData, setKeySpendData] = useState([]); @@ -113,6 +115,7 @@ const UsagePage: React.FC = ({ const [topTagsData, setTopTagsData] = useState([]); const [uniqueTeamIds, setUniqueTeamIds] = useState([]); const [totalSpendPerTeam, setTotalSpendPerTeam] = useState([]); + const [selectedKeyID, setSelectedKeyID] = useState(""); const [dateValue, setDateValue] = useState({ from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), to: new Date(), @@ -132,14 +135,18 @@ const UsagePage: React.FC = ({ let startTime = formatDate(firstDay); let endTime = formatDate(lastDay); + console.log("keys in usage", keys); + const updateEndUserData = async (startTime: Date | undefined, endTime: Date | undefined) => { if (!startTime || !endTime || !accessToken) { return; } + console.log("selectedKeyID", selectedKeyID); + let newTopUserData = await adminTopEndUsersCall( accessToken, - null, + selectedKeyID, startTime.toISOString(), endTime.toISOString() ) @@ -376,6 +383,30 @@ const UsagePage: React.FC = ({ updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range }} /> + Key + End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls From f5f5bebe49f219ca90358fe10d193095148be27e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 17:58:10 -0700 Subject: [PATCH 135/161] clean up users page --- .../src/components/view_users.tsx | 38 +------------------ 1 file changed, 2 insertions(+), 36 deletions(-) diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx index ebcfc4c2f..55d5f59eb 100644 --- a/ui/litellm-dashboard/src/components/view_users.tsx +++ b/ui/litellm-dashboard/src/components/view_users.tsx @@ -83,22 +83,7 @@ const ViewUserDashboard: React.FC = ({ fetchData(); } - const fetchEndUserSpend = async () => { - try { - const topEndUsers = await adminTopEndUsersCall(accessToken, null); - console.log("user data response:", topEndUsers); - setEndUsers(topEndUsers); - } catch (error) { - console.error("There was an error fetching the model data", error); - } - }; - if ( - userRole && - (userRole == "Admin" || userRole == "Admin Viewer") && - !endUsers - ) { - fetchEndUserSpend(); - } + }, [accessToken, token, userRole, userID, currentPage]); if (!userData) { @@ -217,26 +202,7 @@ const ViewUserDashboard: React.FC = ({
- {/* Key - */} +
{/*
From 0260addeac88ab412d65c783b7707ff4203ddf8c Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 18:06:31 -0700 Subject: [PATCH 136/161] clean up usage tab --- ui/litellm-dashboard/src/components/usage.tsx | 19 +++++++++++++++---- 1 file changed, 15 insertions(+), 4 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 481a418d5..246306994 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -375,7 +375,12 @@ const UsagePage: React.FC = ({ - End-Users of your LLM API calls. Tracked when a `user` param is passed in your LLM calls docs here

+ + + Select Time Range + + { @@ -383,8 +388,10 @@ const UsagePage: React.FC = ({ updateEndUserData(value.from, value.to); // Call updateModelMetrics with the new date range }} /> - Key - {keys?.map((key: any, index: number) => { if ( key && @@ -407,7 +414,11 @@ const UsagePage: React.FC = ({ return null; // Add this line to handle the case when the condition is not met })} - End Users of your LLM API calls. Tracked When a `user` param is passed in your LLM calls + + + + + From a38d9e35fdd97ccd90c1c1639f32776679036df0 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 18:19:27 -0700 Subject: [PATCH 137/161] feat - get price by end_user --- litellm/proxy/proxy_server.py | 40 ++++++++++++++++++++++------------- 1 file changed, 25 insertions(+), 15 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 68125a047..a44966481 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -5795,25 +5795,35 @@ async def global_spend_end_users(data: Optional[GlobalEndUsersSpend] = None): """ Gets the top 100 end-users for a given api key """ - startTime = datetime.now() - timedelta(days=30) - endTime = datetime.now() + startTime = None + endTime = None + selected_api_key = None + if data is not None: + startTime = data.startTime + endTime = data.endTime + selected_api_key = data.api_key + + startTime = startTime or datetime.now() - timedelta(days=30) + endTime = endTime or datetime.now() sql_query = """ -SELECT - end_user, - COUNT(*) AS total_count, - SUM(spend) AS total_spend -FROM - "LiteLLM_SpendLogs" -GROUP BY - end_user -WHERE - "startTime" >= $1 AND "startTime" < $2 -ORDER BY - total_spend DESC +SELECT end_user, COUNT(*) AS total_count, SUM(spend) AS total_spend +FROM "LiteLLM_SpendLogs" +WHERE "startTime" >= $1::timestamp + AND "startTime" < $2::timestamp + AND ( + CASE + WHEN $3::TEXT IS NULL THEN TRUE + ELSE api_key = $3 + END + ) +GROUP BY end_user +ORDER BY total_spend DESC LIMIT 100 """ - response = await prisma_client.db.query_raw(sql_query, startTime, endTime) + response = await prisma_client.db.query_raw( + sql_query, startTime, endTime, selected_api_key + ) return response From bcba92e0920453fa60683d631125159f7e26000e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 18:25:28 -0700 Subject: [PATCH 138/161] fix bug filtering keys on usage tab --- ui/litellm-dashboard/src/components/usage.tsx | 23 +++++++++++++------ 1 file changed, 16 insertions(+), 7 deletions(-) diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx index 246306994..933bc0c36 100644 --- a/ui/litellm-dashboard/src/components/usage.tsx +++ b/ui/litellm-dashboard/src/components/usage.tsx @@ -115,7 +115,7 @@ const UsagePage: React.FC = ({ const [topTagsData, setTopTagsData] = useState([]); const [uniqueTeamIds, setUniqueTeamIds] = useState([]); const [totalSpendPerTeam, setTotalSpendPerTeam] = useState([]); - const [selectedKeyID, setSelectedKeyID] = useState(""); + const [selectedKeyID, setSelectedKeyID] = useState(""); const [dateValue, setDateValue] = useState({ from: new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), to: new Date(), @@ -137,16 +137,16 @@ const UsagePage: React.FC = ({ console.log("keys in usage", keys); - const updateEndUserData = async (startTime: Date | undefined, endTime: Date | undefined) => { + const updateEndUserData = async (startTime: Date | undefined, endTime: Date | undefined, uiSelectedKey: string | null) => { if (!startTime || !endTime || !accessToken) { return; } - console.log("selectedKeyID", selectedKeyID); + console.log("uiSelectedKey", uiSelectedKey); let newTopUserData = await adminTopEndUsersCall( accessToken, - selectedKeyID, + uiSelectedKey, startTime.toISOString(), endTime.toISOString() ) @@ -391,7 +391,16 @@ const UsagePage: React.FC = ({ Select Key - + { + updateEndUserData(dateValue.from, dateValue.to, null); + }} + > + All Keys + {keys?.map((key: any, index: number) => { if ( key && @@ -399,12 +408,12 @@ const UsagePage: React.FC = ({ key["key_alias"].length > 0 ) { return ( + { - setSelectedKeyID(key["token"]); - updateEndUserData(dateValue.from, dateValue.to); + updateEndUserData(dateValue.from, dateValue.to, key["token"]); }} > {key["key_alias"]} From dea4a081c775e3374abc9119fec6a452acba5679 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Wed, 8 May 2024 18:45:54 -0700 Subject: [PATCH 139/161] ui - new build --- litellm/proxy/_experimental/out/404.html | 2 +- .../_buildManifest.js | 0 .../_ssgManifest.js | 0 .../static/chunks/319-4467f3d35ad11cf1.js | 32 ------------------- .../static/chunks/566-ccd699ab19124658.js | 32 +++++++++++++++++++ .../chunks/app/layout-3cc8192d7f94ae35.js | 1 - .../chunks/app/layout-94ae1345f5d85446.js | 1 + .../chunks/app/page-c804e862b63be987.js | 1 + .../chunks/app/page-f32196ae7cd3d914.js | 1 - ...915716.js => main-app-9b4fb13a7db53edf.js} | 2 +- ...bfac48f.js => webpack-5b257e1ab47d4b4a.js} | 2 +- .../out/_next/static/css/7de0c97d470f519f.css | 5 --- .../out/_next/static/css/a1602eb39f799143.css | 5 +++ litellm/proxy/_experimental/out/index.html | 2 +- litellm/proxy/_experimental/out/index.txt | 4 +-- ui/litellm-dashboard/out/404.html | 2 +- .../K8KXTbmuI2ArWjjdMi2iq/_buildManifest.js | 1 + .../K8KXTbmuI2ArWjjdMi2iq/_ssgManifest.js | 1 + .../static/chunks/566-ccd699ab19124658.js | 32 +++++++++++++++++++ .../chunks/app/layout-94ae1345f5d85446.js | 1 + .../chunks/app/page-c804e862b63be987.js | 1 + .../chunks/main-app-9b4fb13a7db53edf.js | 1 + .../static/chunks/webpack-5b257e1ab47d4b4a.js | 1 + .../out/_next/static/css/a1602eb39f799143.css | 5 +++ ui/litellm-dashboard/out/index.html | 2 +- ui/litellm-dashboard/out/index.txt | 4 +-- ui/litellm-dashboard/src/components/usage.tsx | 4 +-- .../src/components/view_users.tsx | 12 +------ 28 files changed, 95 insertions(+), 62 deletions(-) rename litellm/proxy/_experimental/out/_next/static/{OcLXYgLcgQyjMd6bH1bqU => K8KXTbmuI2ArWjjdMi2iq}/_buildManifest.js (100%) rename litellm/proxy/_experimental/out/_next/static/{OcLXYgLcgQyjMd6bH1bqU => K8KXTbmuI2ArWjjdMi2iq}/_ssgManifest.js (100%) delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/319-4467f3d35ad11cf1.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/566-ccd699ab19124658.js delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-3cc8192d7f94ae35.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/layout-94ae1345f5d85446.js create mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-c804e862b63be987.js delete mode 100644 litellm/proxy/_experimental/out/_next/static/chunks/app/page-f32196ae7cd3d914.js rename litellm/proxy/_experimental/out/_next/static/chunks/{main-app-096338c8e1915716.js => main-app-9b4fb13a7db53edf.js} (54%) rename litellm/proxy/_experimental/out/_next/static/chunks/{webpack-d85d62a2bbfac48f.js => webpack-5b257e1ab47d4b4a.js} (98%) delete mode 100644 litellm/proxy/_experimental/out/_next/static/css/7de0c97d470f519f.css create mode 100644 litellm/proxy/_experimental/out/_next/static/css/a1602eb39f799143.css create mode 100644 ui/litellm-dashboard/out/_next/static/K8KXTbmuI2ArWjjdMi2iq/_buildManifest.js create mode 100644 ui/litellm-dashboard/out/_next/static/K8KXTbmuI2ArWjjdMi2iq/_ssgManifest.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/566-ccd699ab19124658.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/layout-94ae1345f5d85446.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/app/page-c804e862b63be987.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/main-app-9b4fb13a7db53edf.js create mode 100644 ui/litellm-dashboard/out/_next/static/chunks/webpack-5b257e1ab47d4b4a.js create mode 100644 ui/litellm-dashboard/out/_next/static/css/a1602eb39f799143.css diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index 8a47f9984..448d7cf87 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

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