Merge branch 'main' into litellm_end_user_spend_tracking

This commit is contained in:
Krish Dholakia 2024-02-29 19:31:19 -08:00 committed by GitHub
commit 5f9cd5a4f6
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41 changed files with 305 additions and 135 deletions

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@ -147,13 +147,19 @@ jobs:
core.setFailed(error.message);
}
- name: Github Releases To Discord
uses: SethCohen/github-releases-to-discord@v1.13.1
with:
webhook_url: ${{ secrets.WEBHOOK_URL }}
color: "2105893"
username: "Release Changelog"
avatar_url: "https://cdn.discordapp.com/avatars/487431320314576937/bd64361e4ba6313d561d54e78c9e7171.png"
content: "||@everyone||"
footer_title: "Changelog"
footer_icon_url: "https://cdn.discordapp.com/avatars/487431320314576937/bd64361e4ba6313d561d54e78c9e7171.png"
footer_timestamp: true
env:
WEBHOOK_URL: ${{ secrets.WEBHOOK_URL }}
run: |
curl -H "Content-Type: application/json" -X POST -d '{
"content": "||@everyone||",
"username": "Release Changelog",
"avatar_url": "https://cdn.discordapp.com/avatars/487431320314576937/bd64361e4ba6313d561d54e78c9e7171.png",
"embeds": [
{
"title": "Changelog",
"description": "This is the changelog for the latest release.",
"color": 2105893
}
]
}' $WEBHOOK_URL

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@ -1,6 +1,8 @@
# Groq
https://groq.com/
**We support ALL Groq models, just set `groq/` as a prefix when sending completion requests**
## API Key
```python
# env variable
@ -47,3 +49,4 @@ We support ALL Groq models, just set `groq/` as a prefix when sending completion
| Model Name | Function Call |
|--------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| llama2-70b-4096 | `completion(model="groq/llama2-70b-4096", messages)` |
| mixtral-8x7b-32768 | `completion(model="groq/mixtral-8x7b-32768", messages)` |

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@ -152,8 +152,14 @@ LiteLLM Supports the following image types passed in `url`
- Images with Cloud Storage URIs - gs://cloud-samples-data/generative-ai/image/boats.jpeg
- Images with direct links - https://storage.googleapis.com/github-repo/img/gemini/intro/landmark3.jpg
- Videos with Cloud Storage URIs - https://storage.googleapis.com/github-repo/img/gemini/multimodality_usecases_overview/pixel8.mp4
- Base64 Encoded Local Images
**Example Request - image url**
<Tabs>
<TabItem value="direct" label="Images with direct links">
**Example Request**
```python
import litellm
@ -179,6 +185,43 @@ response = litellm.completion(
)
print(response)
```
</TabItem>
<TabItem value="base" label="Local Base64 Images">
```python
import litellm
def encode_image(image_path):
import base64
with open(image_path, "rb") as image_file:
return base64.b64encode(image_file.read()).decode("utf-8")
image_path = "cached_logo.jpg"
# Getting the base64 string
base64_image = encode_image(image_path)
response = litellm.completion(
model="vertex_ai/gemini-pro-vision",
messages=[
{
"role": "user",
"content": [
{"type": "text", "text": "Whats in this image?"},
{
"type": "image_url",
"image_url": {
"url": "data:image/jpeg;base64," + base64_image
},
},
],
}
],
)
print(response)
```
</TabItem>
</Tabs>
## Chat Models

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@ -122,8 +122,6 @@ const sidebars = {
"providers/openai_compatible",
"providers/azure",
"providers/azure_ai",
"providers/huggingface",
"providers/ollama",
"providers/vertex",
"providers/palm",
"providers/gemini",
@ -132,6 +130,8 @@ const sidebars = {
"providers/aws_sagemaker",
"providers/bedrock",
"providers/anyscale",
"providers/huggingface",
"providers/ollama",
"providers/perplexity",
"providers/groq",
"providers/vllm",

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@ -68,9 +68,9 @@ class OllamaConfig:
repeat_last_n: Optional[int] = None
repeat_penalty: Optional[float] = None
temperature: Optional[float] = None
stop: Optional[
list
] = None # stop is a list based on this - https://github.com/jmorganca/ollama/pull/442
stop: Optional[list] = (
None # stop is a list based on this - https://github.com/jmorganca/ollama/pull/442
)
tfs_z: Optional[float] = None
num_predict: Optional[int] = None
top_k: Optional[int] = None
@ -147,6 +147,11 @@ def get_ollama_response(
stream = optional_params.pop("stream", False)
format = optional_params.pop("format", None)
for m in messages:
if "role" in m and m["role"] == "tool":
m["role"] = "assistant"
data = {
"model": model,
"messages": messages,

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@ -334,10 +334,14 @@ class OpenAIChatCompletion(BaseLLM):
model_response_object=model_response,
)
except Exception as e:
if print_verbose is not None:
print_verbose(f"openai.py: Received openai error - {str(e)}")
if (
"Conversation roles must alternate user/assistant" in str(e)
or "user and assistant roles should be alternating" in str(e)
) and messages is not None:
if print_verbose is not None:
print_verbose("openai.py: REFORMATS THE MESSAGE!")
# reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, add a blank 'user' or 'assistant' message to ensure compatibility
new_messages = []
for i in range(len(messages) - 1): # type: ignore

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@ -225,6 +225,24 @@ def _gemini_vision_convert_messages(messages: list):
part_mime = "video/mp4"
google_clooud_part = Part.from_uri(img, mime_type=part_mime)
processed_images.append(google_clooud_part)
elif "base64" in img:
# Case 4: Images with base64 encoding
import base64, re
# base 64 is passed as data:image/jpeg;base64,<base-64-encoded-image>
image_metadata, img_without_base_64 = img.split(",")
# read mime_type from img_without_base_64=data:image/jpeg;base64
# Extract MIME type using regular expression
mime_type_match = re.match(r"data:(.*?);base64", image_metadata)
if mime_type_match:
mime_type = mime_type_match.group(1)
else:
mime_type = "image/jpeg"
decoded_img = base64.b64decode(img_without_base_64)
processed_image = Part.from_data(data=decoded_img, mime_type=mime_type)
processed_images.append(processed_image)
return prompt, processed_images
except Exception as e:
raise e

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@ -580,6 +580,20 @@
"litellm_provider": "mistral",
"mode": "embedding"
},
"groq/llama2-70b-4096": {
"max_tokens": 4096,
"input_cost_per_token": 0.00000070,
"output_cost_per_token": 0.00000080,
"litellm_provider": "groq",
"mode": "chat"
},
"groq/mixtral-8x7b-32768": {
"max_tokens": 32768,
"input_cost_per_token": 0.00000027,
"output_cost_per_token": 0.00000027,
"litellm_provider": "groq",
"mode": "chat"
},
"claude-instant-1.2": {
"max_tokens": 100000,
"max_output_tokens": 8191,

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@ -4069,7 +4069,12 @@ async def view_spend_logs(
tags=["Budget & Spend Tracking"],
dependencies=[Depends(user_api_key_auth)],
)
async def global_spend_logs():
async def global_spend_logs(
api_key: str = fastapi.Query(
default=None,
description="API Key to get global spend (spend per day for last 30d). Admin-only endpoint",
)
):
"""
[BETA] This is a beta endpoint. It will change.
@ -4078,12 +4083,34 @@ async def global_spend_logs():
More efficient implementation of /spend/logs, by creating a view over the spend logs table.
"""
global prisma_client
if prisma_client is None:
raise ProxyException(
message="Prisma Client is not initialized",
type="internal_error",
param="None",
code=status.HTTP_500_INTERNAL_SERVER_ERROR,
)
if api_key is None:
sql_query = """SELECT * FROM "MonthlyGlobalSpend";"""
sql_query = """SELECT * FROM "MonthlyGlobalSpend";"""
response = await prisma_client.db.query_raw(query=sql_query)
response = await prisma_client.db.query_raw(query=sql_query)
return response
else:
sql_query = (
"""
SELECT * FROM "MonthlyGlobalSpendPerKey"
WHERE "api_key" = '"""
+ api_key
+ """'
ORDER BY "date";
"""
)
return response
response = await prisma_client.db.query_raw(query=sql_query)
return response
return
@router.get(

View file

@ -97,7 +97,7 @@ model LiteLLM_SpendLogs {
cache_hit String @default("")
cache_key String @default("")
request_tags Json @default("[]")
team_id String?
team_id String?
end_user String?
}
// Beta - allow team members to request access to a model

View file

@ -592,6 +592,29 @@ class PrismaClient:
await self.db.execute_raw(query=sql_query)
print("Last30dModelsBySpend Created!") # noqa
try:
await self.db.query_raw(
"""SELECT 1 FROM "MonthlyGlobalSpendPerKey" LIMIT 1"""
)
print("MonthlyGlobalSpendPerKey Exists!") # noqa
except Exception as e:
sql_query = """
CREATE OR REPLACE VIEW "MonthlyGlobalSpendPerKey" AS
SELECT
DATE("startTime") AS date,
SUM("spend") AS spend,
api_key as api_key
FROM
"LiteLLM_SpendLogs"
WHERE
"startTime" >= (CURRENT_DATE - INTERVAL '30 days')
GROUP BY
DATE("startTime"),
api_key;
"""
await self.db.execute_raw(query=sql_query)
print("MonthlyGlobalSpendPerKey Created!") # noqa
try:
await self.db.query_raw(

View file

@ -336,6 +336,52 @@ def test_gemini_pro_vision():
# test_gemini_pro_vision()
def encode_image(image_path):
import base64
with open(image_path, "rb") as image_file:
return base64.b64encode(image_file.read()).decode("utf-8")
@pytest.mark.skip(
reason="we already test gemini-pro-vision, this is just another way to pass images"
)
def test_gemini_pro_vision_base64():
try:
load_vertex_ai_credentials()
litellm.set_verbose = True
litellm.num_retries = 3
image_path = "cached_logo.jpg"
# Getting the base64 string
base64_image = encode_image(image_path)
resp = litellm.completion(
model="vertex_ai/gemini-pro-vision",
messages=[
{
"role": "user",
"content": [
{"type": "text", "text": "Whats in this image?"},
{
"type": "image_url",
"image_url": {
"url": "data:image/jpeg;base64," + base64_image
},
},
],
}
],
)
print(resp)
prompt_tokens = resp.usage.prompt_tokens
except Exception as e:
if "500 Internal error encountered.'" in str(e):
pass
else:
pytest.fail(f"An exception occurred - {str(e)}")
def test_gemini_pro_function_calling():
load_vertex_ai_credentials()
tools = [

View file

@ -292,7 +292,7 @@ def test_completion_gpt4_vision():
def test_completion_azure_gpt4_vision():
# azure/gpt-4, vision takes 5seconds to respond
# azure/gpt-4, vision takes 5 seconds to respond
try:
litellm.set_verbose = True
response = completion(

View file

@ -580,6 +580,20 @@
"litellm_provider": "mistral",
"mode": "embedding"
},
"groq/llama2-70b-4096": {
"max_tokens": 4096,
"input_cost_per_token": 0.00000070,
"output_cost_per_token": 0.00000080,
"litellm_provider": "groq",
"mode": "chat"
},
"groq/mixtral-8x7b-32768": {
"max_tokens": 32768,
"input_cost_per_token": 0.00000027,
"output_cost_per_token": 0.00000027,
"litellm_provider": "groq",
"mode": "chat"
},
"claude-instant-1.2": {
"max_tokens": 100000,
"max_output_tokens": 8191,

View file

@ -1,6 +1,6 @@
[tool.poetry]
name = "litellm"
version = "1.28.1"
version = "1.28.3"
description = "Library to easily interface with LLM API providers"
authors = ["BerriAI"]
license = "MIT"
@ -74,7 +74,7 @@ requires = ["poetry-core", "wheel"]
build-backend = "poetry.core.masonry.api"
[tool.commitizen]
version = "1.28.1"
version = "1.28.3"
version_files = [
"pyproject.toml:^version"
]

View file

@ -97,7 +97,7 @@ model LiteLLM_SpendLogs {
cache_hit String @default("")
cache_key String @default("")
request_tags Json @default("[]")
team_id String?
team_id String?
end_user String?
}

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View file

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View file

@ -280,7 +280,7 @@ export const modelAvailableCall = async (
export const keySpendLogsCall = async (accessToken: String, token: String) => {
try {
const url = proxyBaseUrl ? `${proxyBaseUrl}/spend/logs` : `/spend/logs`;
const url = proxyBaseUrl ? `${proxyBaseUrl}/global/spend/logs` : `/global/spend/logs`;
console.log("in keySpendLogsCall:", url);
const response = await fetch(`${url}/?api_key=${token}`, {
method: "GET",

View file

@ -78,85 +78,12 @@ const ViewKeySpendReport: React.FC<ViewKeySpendReportProps> = ({
(token = token)
);
console.log("Response:", response);
// loop through response
// get spend, startTime for each element, place in new array
const pricePerDay: Record<string, number> = (
Object.values(response) as ResponseValueType[]
).reduce((acc: Record<string, number>, value) => {
const startTime = new Date(value.startTime);
const day = new Intl.DateTimeFormat("en-US", {
day: "2-digit",
month: "short",
}).format(startTime);
acc[day] = (acc[day] || 0) + value.spend;
return acc;
}, {});
// sort pricePerDay by day
// Convert object to array of key-value pairs
const pricePerDayArray = Object.entries(pricePerDay);
// Sort the array based on the date (key)
pricePerDayArray.sort(([aKey], [bKey]) => {
const dateA = new Date(aKey);
const dateB = new Date(bKey);
return dateA.getTime() - dateB.getTime();
});
// Convert the sorted array back to an object
const sortedPricePerDay = Object.fromEntries(pricePerDayArray);
console.log(sortedPricePerDay);
const pricePerUser: Record<string, number> = (
Object.values(response) as ResponseValueType[]
).reduce((acc: Record<string, number>, value) => {
const user = value.user;
acc[user] = (acc[user] || 0) + value.spend;
return acc;
}, {});
console.log(pricePerDay);
console.log(pricePerUser);
const arrayBarChart = [];
// [
// {
// "day": "02 Feb",
// "spend": pricePerDay["02 Feb"],
// }
// ]
for (const [key, value] of Object.entries(sortedPricePerDay)) {
arrayBarChart.push({ day: key, spend: value });
}
// get 5 most expensive users
const sortedUsers = Object.entries(pricePerUser).sort(
(a, b) => b[1] - a[1]
);
const top5Users = sortedUsers.slice(0, 5);
const userChart = top5Users.map(([key, value]) => ({
name: key,
value: value,
}));
setData(arrayBarChart);
setUserData(userChart);
console.log("arrayBarChart:", arrayBarChart);
setData(response);
} catch (error) {
console.error("There was an error fetching the data", error);
// Optionally, update your UI to reflect the error state here as well
}
};
// useEffect(() => {
// // Fetch data only when the token changes
// fetchData();
// }, [token]); // Dependency array containing the 'token' variable
if (!token) {
return null;
@ -164,7 +91,7 @@ const ViewKeySpendReport: React.FC<ViewKeySpendReportProps> = ({
return (
<div>
<Button className="mx-auto" onClick={showModal}>
<Button size = "xs" onClick={showModal}>
View Spend Report
</Button>
<Modal
@ -183,19 +110,14 @@ const ViewKeySpendReport: React.FC<ViewKeySpendReportProps> = ({
<BarChart
className="mt-6"
data={data}
colors={["green"]}
index="day"
colors={["blue"]}
index="date"
categories={["spend"]}
yAxisWidth={48}
/>
)}
</Card>
<Title className="mt-6">Top 5 Users Spend (USD)</Title>
<Card className="mb-6">
{userData && (
<BarList className="mt-6" data={userData} color="teal" />
)}
</Card>
</Modal>
</div>
);

View file

@ -86,6 +86,7 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
<TableHeaderCell>Secret Key</TableHeaderCell>
<TableHeaderCell>Spend (USD)</TableHeaderCell>
<TableHeaderCell>Key Budget (USD)</TableHeaderCell>
<TableHeaderCell>Spend Report</TableHeaderCell>
<TableHeaderCell>Team ID</TableHeaderCell>
<TableHeaderCell>Metadata</TableHeaderCell>
<TableHeaderCell>Models</TableHeaderCell>
@ -122,6 +123,15 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
<Text>Unlimited Budget</Text>
)}
</TableCell>
<TableCell>
<ViewKeySpendReport
token={item.token}
accessToken={accessToken}
keySpend={item.spend}
keyBudget={item.max_budget}
keyName={item.key_name}
/>
</TableCell>
<TableCell>
<Text>{item.team_id}</Text>
</TableCell>
@ -152,15 +162,6 @@ const ViewKeyTable: React.FC<ViewKeyTableProps> = ({
size="sm"
/>
</TableCell>
<TableCell>
<ViewKeySpendReport
token={item.token}
accessToken={accessToken}
keySpend={item.spend}
keyBudget={item.max_budget}
keyName={item.key_name}
/>
</TableCell>
</TableRow>
);
})}