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Clientside token counting + price estimation for LLM apps and AI agents.
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TokenCost
Tokencost helps calculate the USD cost of using major Large Language Model (LLMs) APIs by calculating the estimated cost of prompts and completions.
Building AI agents? Check out AgentOps
Features
- LLM Price Tracking Major LLM providers frequently add new models and update pricing. This repo helps track the latest price changes
- Token counting Accurately count prompt tokens before sending OpenAI requests
- Easy integration Get the cost of a prompt or completion with a single function
Example usage:
from tokencost import calculate_prompt_cost, calculate_completion_cost
model = "gpt-3.5-turbo"
prompt = [{ "role": "user", "content": "Hello world"}]
completion = "How may I assist you today?"
prompt_cost = calculate_prompt_cost(prompt, model)
completion_cost = calculate_completion_cost(completion, model)
print(f"{prompt_cost} + {completion_cost} = {prompt_cost + completion_cost}")
# 0.0000135 + 0.000014 = 0.0000275
Installation
Recommended: PyPI:
pip install tokencost
Usage
Cost estimates
Calculating the cost of prompts and completions from OpenAI requests
from openai import OpenAI
client = OpenAI()
model = "gpt-3.5-turbo"
prompt = [{ "role": "user", "content": "Say this is a test"}]
chat_completion = client.chat.completions.create(
messages=prompt, model=model
)
completion = chat_completion.choices[0].message.content
# "This is a test."
prompt_cost = calculate_prompt_cost(prompt, model)
completion_cost = calculate_completion_cost(completion, model)
print(f"{prompt_cost} + {completion_cost} = {prompt_cost + completion_cost}")
# 0.0000180 + 0.000010 = 0.0000280
Calculating cost using string prompts instead of messages:
from tokencost import calculate_prompt_cost
prompt_string = "Hello world"
response = "How may I assist you today?"
model= "gpt-3.5-turbo"
prompt_cost = calculate_prompt_cost(prompt_string, model)
print(f"Cost: ${prompt_cost}")
# Cost: $3e-06
Counting tokens
from tokencost import count_message_tokens, count_string_tokens
message_prompt = [{ "role": "user", "content": "Hello world"}]
# Counting tokens in prompts formatted as message lists
print(count_message_tokens(message_prompt, model="gpt-3.5-turbo"))
# 9
# Alternatively, counting tokens in string prompts
print(count_string_tokens(prompt="Hello world", model="gpt-3.5-turbo"))
# 2
Cost table
Units denominated in USD. All prices can be located in model_prices.json.
- Prices last updated Jan 30, 2024 from: https://openai.com/pricing and https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json
| max_tokens | max_input_tokens | input_cost_per_token | output_cost_per_token | |
|---|---|---|---|---|
| gpt-4 | 4,096 | 8,192 | $0.00003000 | $0.00006000 |
| gpt-4o | 4,096 | 128,000 | $0.00000500 | $0.00001500 |
| gpt-4o-2024-05-13 | 4,096 | 128,000 | $0.00000500 | $0.00001500 |
| gpt-4-turbo-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-0314 | 4,096 | 8,192 | $0.00003000 | $0.00006000 |
| gpt-4-0613 | 4,096 | 8,192 | $0.00003000 | $0.00006000 |
| gpt-4-32k | 4,096 | 32,768 | $0.00006000 | $0.00012000 |
| gpt-4-32k-0314 | 4,096 | 32,768 | $0.00006000 | $0.00012000 |
| gpt-4-32k-0613 | 4,096 | 32,768 | $0.00006000 | $0.00012000 |
| gpt-4-turbo | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-turbo-2024-04-09 | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-1106-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-0125-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-vision-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-4-1106-vision-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| gpt-3.5-turbo | 4,097 | 16,385 | $0.00000150 | $0.00000200 |
| gpt-3.5-turbo-0301 | 4,097 | 4,097 | $0.00000150 | $0.00000200 |
| gpt-3.5-turbo-0613 | 4,097 | 4,097 | $0.00000150 | $0.00000200 |
| gpt-3.5-turbo-1106 | 16,385 | 16,385 | $0.00000100 | $0.00000200 |
| gpt-3.5-turbo-0125 | 16,385 | 16,385 | $0.00000050 | $0.00000150 |
| gpt-3.5-turbo-16k | 16,385 | 16,385 | $0.00000300 | $0.00000400 |
| gpt-3.5-turbo-16k-0613 | 16,385 | 16,385 | $0.00000300 | $0.00000400 |
| ft:gpt-3.5-turbo | 4,097 | 4,097 | $0.00000300 | $0.00000600 |
| text-embedding-3-large | 8,191 | 8,191 | $0.00000013 | $0.00000000 |
| text-embedding-3-small | 8,191 | 8,191 | $0.00000002 | $0.00000000 |
| text-embedding-ada-002 | 8,191 | 8,191 | $0.00000010 | $0.00000000 |
| text-embedding-ada-002-v2 | 8,191 | 8,191 | $0.00000010 | $0.00000000 |
| text-moderation-stable | 32,768 | 32,768 | $0.00000000 | $0.00000000 |
| text-moderation-007 | 32,768 | 32,768 | $0.00000000 | $0.00000000 |
| text-moderation-latest | 32,768 | 32,768 | $0.00000000 | $0.00000000 |
| 256-x-256/dall-e-2 | nan | nan | -- | -- |
| 512-x-512/dall-e-2 | nan | nan | -- | -- |
| 1024-x-1024/dall-e-2 | nan | nan | -- | -- |
| hd/1024-x-1792/dall-e-3 | nan | nan | -- | -- |
| hd/1792-x-1024/dall-e-3 | nan | nan | -- | -- |
| hd/1024-x-1024/dall-e-3 | nan | nan | -- | -- |
| standard/1024-x-1792/dall-e-3 | nan | nan | -- | -- |
| standard/1792-x-1024/dall-e-3 | nan | nan | -- | -- |
| standard/1024-x-1024/dall-e-3 | nan | nan | -- | -- |
| whisper-1 | nan | nan | -- | -- |
| azure/whisper-1 | nan | nan | -- | -- |
| azure/gpt-4-turbo-2024-04-09 | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| azure/gpt-4-0125-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| azure/gpt-4-1106-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| azure/gpt-4-0613 | 4,096 | 8,192 | $0.00003000 | $0.00006000 |
| azure/gpt-4-32k-0613 | 4,096 | 32,768 | $0.00006000 | $0.00012000 |
| azure/gpt-4-32k | 4,096 | 32,768 | $0.00006000 | $0.00012000 |
| azure/gpt-4 | 4,096 | 8,192 | $0.00003000 | $0.00006000 |
| azure/gpt-4-turbo | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| azure/gpt-4-turbo-vision-preview | 4,096 | 128,000 | $0.00001000 | $0.00003000 |
| azure/gpt-35-turbo-16k-0613 | 4,096 | 16,385 | $0.00000300 | $0.00000400 |
| azure/gpt-35-turbo-1106 | 4,096 | 16,384 | $0.00000150 | $0.00000200 |
| azure/gpt-35-turbo-0125 | 4,096 | 16,384 | $0.00000050 | $0.00000150 |
| azure/gpt-35-turbo-16k | 4,096 | 16,385 | $0.00000300 | $0.00000400 |
| azure/gpt-35-turbo | 4,096 | 4,097 | $0.00000150 | $0.00000200 |
| azure/gpt-3.5-turbo-instruct-0914 | 4,097 | 4,097 | $0.00000150 | $0.00000200 |
| azure/gpt-35-turbo-instruct | 4,097 | 4,097 | $0.00000150 | $0.00000200 |
| azure/mistral-large-latest | 32,000 | 32,000 | $0.00000800 | $0.00002400 |
| azure/mistral-large-2402 | 32,000 | 32,000 | $0.00000800 | $0.00002400 |
| azure/command-r-plus | 4,096 | 128,000 | $0.00000300 | $0.00001500 |
| azure/ada | 8,191 | 8,191 | $0.00000010 | $0.00000000 |
| azure/text-embedding-ada-002 | 8,191 | 8,191 | $0.00000010 | $0.00000000 |
| azure/text-embedding-3-large | 8,191 | 8,191 | $0.00000013 | $0.00000000 |
| azure/text-embedding-3-small | 8,191 | 8,191 | $0.00000002 | $0.00000000 |
| azure/standard/1024-x-1024/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/hd/1024-x-1024/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/standard/1024-x-1792/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/standard/1792-x-1024/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/hd/1024-x-1792/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/hd/1792-x-1024/dall-e-3 | nan | nan | -- | $0.00000000 |
| azure/standard/1024-x-1024/dall-e-2 | nan | nan | -- | $0.00000000 |
| babbage-002 | 16,384 | 16,384 | $0.00000040 | $0.00000040 |
| davinci-002 | 16,384 | 16,384 | $0.00000200 | $0.00000200 |
| gpt-3.5-turbo-instruct | 4,096 | 8,192 | $0.00000150 | $0.00000200 |
| gpt-3.5-turbo-instruct-0914 | 4,097 | 8,192 | $0.00000150 | $0.00000200 |
| claude-instant-1 | 8,191 | 100,000 | $0.00000163 | $0.00000551 |
| mistral/mistral-tiny | 8,191 | 32,000 | $0.00000015 | $0.00000046 |
| mistral/mistral-small | 8,191 | 32,000 | $0.00000200 | $0.00000600 |
| mistral/mistral-small-latest | 8,191 | 32,000 | $0.00000200 | $0.00000600 |
| mistral/mistral-medium | 8,191 | 32,000 | $0.00000270 | $0.00000810 |
| mistral/mistral-medium-latest | 8,191 | 32,000 | $0.00000270 | $0.00000810 |
| mistral/mistral-medium-2312 | 8,191 | 32,000 | $0.00000270 | $0.00000810 |
| mistral/mistral-large-latest | 8,191 | 32,000 | $0.00000800 | $0.00002400 |
| mistral/mistral-large-2402 | 8,191 | 32,000 | $0.00000800 | $0.00002400 |
| mistral/open-mixtral-8x7b | 8,191 | 32,000 | $0.00000200 | $0.00000600 |
| mistral/mistral-embed | 8,192 | 8,192 | $0.00000011 | -- |
| deepseek-chat | 4,096 | 32,000 | $0.00000014 | $0.00000028 |
| deepseek-coder | 4,096 | 16,000 | $0.00000014 | $0.00000028 |
| groq/llama2-70b-4096 | 4,096 | 4,096 | $0.00000070 | $0.00000080 |
| groq/llama3-8b-8192 | 8,192 | 8,192 | $0.00000010 | $0.00000010 |
| groq/llama3-70b-8192 | 8,192 | 8,192 | $0.00000064 | $0.00000080 |
| groq/mixtral-8x7b-32768 | 32,768 | 32,768 | $0.00000027 | $0.00000027 |
| groq/gemma-7b-it | 8,192 | 8,192 | $0.00000010 | $0.00000010 |
| claude-instant-1.2 | 8,191 | 100,000 | $0.00000016 | $0.00000055 |
| claude-2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| claude-2.1 | 8,191 | 200,000 | $0.00000800 | $0.00002400 |
| claude-3-haiku-20240307 | 4,096 | 200,000 | $0.00000025 | $0.00000125 |
| claude-3-opus-20240229 | 4,096 | 200,000 | $0.00001500 | $0.00007500 |
| claude-3-sonnet-20240229 | 4,096 | 200,000 | $0.00000300 | $0.00001500 |
| text-bison | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| text-bison@001 | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| text-unicorn | 1,024 | 8,192 | $0.00001000 | $0.00002800 |
| text-unicorn@001 | 1,024 | 8,192 | $0.00001000 | $0.00002800 |
| chat-bison | 4,096 | 8,192 | $0.00000012 | $0.00000012 |
| chat-bison@001 | 4,096 | 8,192 | $0.00000012 | $0.00000012 |
| chat-bison@002 | 4,096 | 8,192 | $0.00000012 | $0.00000012 |
| chat-bison-32k | 8,192 | 32,000 | $0.00000012 | $0.00000012 |
| code-bison | 1,024 | 6,144 | $0.00000012 | $0.00000012 |
| code-bison@001 | 1,024 | 6,144 | $0.00000012 | $0.00000012 |
| code-gecko@001 | 64 | 2,048 | $0.00000012 | $0.00000012 |
| code-gecko@002 | 64 | 2,048 | $0.00000012 | $0.00000012 |
| code-gecko | 64 | 2,048 | $0.00000012 | $0.00000012 |
| codechat-bison | 1,024 | 6,144 | $0.00000012 | $0.00000012 |
| codechat-bison@001 | 1,024 | 6,144 | $0.00000012 | $0.00000012 |
| codechat-bison-32k | 8,192 | 32,000 | $0.00000012 | $0.00000012 |
| gemini-pro | 8,192 | 32,760 | $0.00000025 | $0.00000050 |
| gemini-1.0-pro | 8,192 | 32,760 | $0.00000025 | $0.00000050 |
| gemini-1.0-pro-001 | 8,192 | 32,760 | $0.00000025 | $0.00000050 |
| gemini-1.0-pro-002 | 8,192 | 32,760 | $0.00000025 | $0.00000050 |
| gemini-1.5-pro | 8,192 | 1,000,000 | $0.00000063 | $0.00000188 |
| gemini-1.5-pro-preview-0215 | 8,192 | 1,000,000 | $0.00000063 | $0.00000188 |
| gemini-1.5-pro-preview-0409 | 8,192 | 1,000,000 | $0.00000063 | $0.00000188 |
| gemini-experimental | 8,192 | 1,000,000 | $0.00000000 | $0.00000000 |
| gemini-pro-vision | 2,048 | 16,384 | $0.00000025 | $0.00000050 |
| gemini-1.0-pro-vision | 2,048 | 16,384 | $0.00000025 | $0.00000050 |
| gemini-1.0-pro-vision-001 | 2,048 | 16,384 | $0.00000025 | $0.00000050 |
| vertex_ai/claude-3-sonnet@20240229 | 4,096 | 200,000 | $0.00000300 | $0.00001500 |
| vertex_ai/claude-3-haiku@20240307 | 4,096 | 200,000 | $0.00000025 | $0.00000125 |
| vertex_ai/claude-3-opus@20240229 | 4,096 | 200,000 | $0.00000150 | $0.00000750 |
| textembedding-gecko | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| textembedding-gecko-multilingual | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| textembedding-gecko-multilingual@001 | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| textembedding-gecko@001 | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| textembedding-gecko@003 | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| text-embedding-preview-0409 | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| text-multilingual-embedding-preview-0409 | 3,072 | 3,072 | $0.00000001 | $0.00000000 |
| palm/chat-bison | 4,096 | 8,192 | $0.00000012 | $0.00000012 |
| palm/chat-bison-001 | 4,096 | 8,192 | $0.00000012 | $0.00000012 |
| palm/text-bison | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| palm/text-bison-001 | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| palm/text-bison-safety-off | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| palm/text-bison-safety-recitation-off | 1,024 | 8,192 | $0.00000012 | $0.00000012 |
| gemini/gemini-pro | 8,192 | 32,760 | $0.00000000 | $0.00000000 |
| gemini/gemini-1.5-pro | 8,192 | 1,000,000 | $0.00000000 | $0.00000000 |
| gemini/gemini-1.5-pro-latest | 8,192 | 1,048,576 | $0.00000000 | $0.00000000 |
| gemini/gemini-pro-vision | 2,048 | 30,720 | $0.00000000 | $0.00000000 |
| command-r | 4,096 | 128,000 | $0.00000050 | $0.00000150 |
| command-light | 4,096 | 4,096 | $0.00001500 | $0.00001500 |
| command-r-plus | 4,096 | 128,000 | $0.00000300 | $0.00001500 |
| command-nightly | 4,096 | 4,096 | $0.00001500 | $0.00001500 |
| command | 4,096 | 4,096 | $0.00001500 | $0.00001500 |
| command-medium-beta | 4,096 | 4,096 | $0.00001500 | $0.00001500 |
| command-xlarge-beta | 4,096 | 4,096 | $0.00001500 | $0.00001500 |
| replicate/meta/llama-2-13b | 4,096 | 4,096 | $0.00000010 | $0.00000050 |
| replicate/meta/llama-2-13b-chat | 4,096 | 4,096 | $0.00000010 | $0.00000050 |
| replicate/meta/llama-2-70b | 4,096 | 4,096 | $0.00000065 | $0.00000275 |
| replicate/meta/llama-2-70b-chat | 4,096 | 4,096 | $0.00000065 | $0.00000275 |
| replicate/meta/llama-2-7b | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/meta/llama-2-7b-chat | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/meta/llama-3-70b | 4,096 | 4,096 | $0.00000065 | $0.00000275 |
| replicate/meta/llama-3-70b-instruct | 4,096 | 4,096 | $0.00000065 | $0.00000275 |
| replicate/meta/llama-3-8b | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/meta/llama-3-8b-instruct | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/mistralai/mistral-7b-v0.1 | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/mistralai/mistral-7b-instruct-v0.2 | 4,096 | 4,096 | $0.00000005 | $0.00000025 |
| replicate/mistralai/mixtral-8x7b-instruct-v0.1 | 4,096 | 4,096 | $0.00000030 | $0.00000100 |
| openrouter/microsoft/wizardlm-2-8x22b:nitro | 65,536 | nan | $0.00000100 | $0.00000100 |
| openrouter/google/gemini-pro-1.5 | 8,192 | 1,000,000 | $0.00000250 | $0.00000750 |
| openrouter/mistralai/mixtral-8x22b-instruct | 65,536 | nan | $0.00000065 | $0.00000065 |
| openrouter/cohere/command-r-plus | 128,000 | nan | $0.00000300 | $0.00001500 |
| openrouter/databricks/dbrx-instruct | 32,768 | nan | $0.00000060 | $0.00000060 |
| openrouter/anthropic/claude-3-haiku | 200,000 | nan | $0.00000025 | $0.00000125 |
| openrouter/anthropic/claude-3-sonnet | 200,000 | nan | $0.00000300 | $0.00001500 |
| openrouter/mistralai/mistral-large | 32,000 | nan | $0.00000800 | $0.00002400 |
| openrouter/cognitivecomputations/dolphin-mixtral-8x7b | 32,769 | nan | $0.00000050 | $0.00000050 |
| openrouter/google/gemini-pro-vision | 45,875 | nan | $0.00000012 | $0.00000038 |
| openrouter/fireworks/firellava-13b | 4,096 | nan | $0.00000020 | $0.00000020 |
| openrouter/meta-llama/llama-3-8b-instruct:free | 8,192 | nan | $0.00000000 | $0.00000000 |
| openrouter/meta-llama/llama-3-8b-instruct:extended | 16,384 | nan | $0.00000022 | $0.00000225 |
| openrouter/meta-llama/llama-3-70b-instruct:nitro | 8,192 | nan | $0.00000090 | $0.00000090 |
| openrouter/meta-llama/llama-3-70b-instruct | 8,192 | nan | $0.00000059 | $0.00000079 |
| openrouter/openai/gpt-4-vision-preview | 130,000 | nan | $0.00001000 | $0.00003000 |
| openrouter/openai/gpt-3.5-turbo | 4,095 | nan | $0.00000150 | $0.00000200 |
| openrouter/openai/gpt-3.5-turbo-16k | 16,383 | nan | $0.00000300 | $0.00000400 |
| openrouter/openai/gpt-4 | 8,192 | nan | $0.00003000 | $0.00006000 |
| openrouter/anthropic/claude-instant-v1 | 100,000 | nan | $0.00000163 | $0.00000551 |
| openrouter/anthropic/claude-2 | 100,000 | nan | $0.00001102 | $0.00003268 |
| openrouter/anthropic/claude-3-opus | 4,096 | 200,000 | $0.00001500 | $0.00007500 |
| openrouter/google/palm-2-chat-bison | 25,804 | nan | $0.00000050 | $0.00000050 |
| openrouter/google/palm-2-codechat-bison | 20,070 | nan | $0.00000050 | $0.00000050 |
| openrouter/meta-llama/llama-2-13b-chat | 4,096 | nan | $0.00000020 | $0.00000020 |
| openrouter/meta-llama/llama-2-70b-chat | 4,096 | nan | $0.00000150 | $0.00000150 |
| openrouter/meta-llama/codellama-34b-instruct | 8,096 | nan | $0.00000050 | $0.00000050 |
| openrouter/nousresearch/nous-hermes-llama2-13b | 4,096 | nan | $0.00000020 | $0.00000020 |
| openrouter/mancer/weaver | 8,000 | nan | $0.00000563 | $0.00000563 |
| openrouter/gryphe/mythomax-l2-13b | 8,192 | nan | $0.00000188 | $0.00000188 |
| openrouter/jondurbin/airoboros-l2-70b-2.1 | 4,096 | nan | $0.00001388 | $0.00001388 |
| openrouter/undi95/remm-slerp-l2-13b | 6,144 | nan | $0.00000188 | $0.00000188 |
| openrouter/pygmalionai/mythalion-13b | 4,096 | nan | $0.00000188 | $0.00000188 |
| openrouter/mistralai/mistral-7b-instruct | 8,192 | nan | $0.00000013 | $0.00000013 |
| openrouter/mistralai/mistral-7b-instruct:free | 8,192 | nan | $0.00000000 | $0.00000000 |
| j2-ultra | 8,192 | 8,192 | $0.00001500 | $0.00001500 |
| j2-mid | 8,192 | 8,192 | $0.00001000 | $0.00001000 |
| j2-light | 8,192 | 8,192 | $0.00000300 | $0.00000300 |
| dolphin | 16,384 | 16,384 | $0.00000050 | $0.00000050 |
| chatdolphin | 16,384 | 16,384 | $0.00000050 | $0.00000050 |
| luminous-base | 2,048 | nan | $0.00003000 | $0.00003300 |
| luminous-base-control | 2,048 | nan | $0.00003750 | $0.00004125 |
| luminous-extended | 2,048 | nan | $0.00004500 | $0.00004950 |
| luminous-extended-control | 2,048 | nan | $0.00005625 | $0.00006187 |
| luminous-supreme | 2,048 | nan | $0.00017500 | $0.00019250 |
| luminous-supreme-control | 2,048 | nan | $0.00021875 | $0.00024063 |
| ai21.j2-mid-v1 | 8,191 | 8,191 | $0.00001250 | $0.00001250 |
| ai21.j2-ultra-v1 | 8,191 | 8,191 | $0.00001880 | $0.00001880 |
| amazon.titan-text-lite-v1 | 4,000 | 42,000 | $0.00000030 | $0.00000040 |
| amazon.titan-text-express-v1 | 8,000 | 42,000 | $0.00000130 | $0.00000170 |
| amazon.titan-embed-text-v1 | 8,192 | 8,192 | $0.00000010 | $0.00000000 |
| amazon.titan-embed-text-v2:0 | 8,192 | 8,192 | $0.00000020 | $0.00000000 |
| mistral.mistral-7b-instruct-v0:2 | 8,191 | 32,000 | $0.00000015 | $0.00000020 |
| mistral.mixtral-8x7b-instruct-v0:1 | 8,191 | 32,000 | $0.00000045 | $0.00000070 |
| mistral.mistral-large-2402-v1:0 | 8,191 | 32,000 | $0.00000800 | $0.00002400 |
| bedrock/us-west-2/mistral.mixtral-8x7b-instruct-v0:1 | 8,191 | 32,000 | $0.00000045 | $0.00000070 |
| bedrock/us-east-1/mistral.mixtral-8x7b-instruct-v0:1 | 8,191 | 32,000 | $0.00000045 | $0.00000070 |
| bedrock/eu-west-3/mistral.mixtral-8x7b-instruct-v0:1 | 8,191 | 32,000 | $0.00000059 | $0.00000091 |
| bedrock/us-west-2/mistral.mistral-7b-instruct-v0:2 | 8,191 | 32,000 | $0.00000015 | $0.00000020 |
| bedrock/us-east-1/mistral.mistral-7b-instruct-v0:2 | 8,191 | 32,000 | $0.00000015 | $0.00000020 |
| bedrock/eu-west-3/mistral.mistral-7b-instruct-v0:2 | 8,191 | 32,000 | $0.00000020 | $0.00000026 |
| bedrock/us-east-1/mistral.mistral-large-2402-v1:0 | 8,191 | 32,000 | $0.00000800 | $0.00002400 |
| bedrock/us-west-2/mistral.mistral-large-2402-v1:0 | 8,191 | 32,000 | $0.00000800 | $0.00002400 |
| bedrock/eu-west-3/mistral.mistral-large-2402-v1:0 | 8,191 | 32,000 | $0.00001040 | $0.00003120 |
| anthropic.claude-3-sonnet-20240229-v1:0 | 4,096 | 200,000 | $0.00000300 | $0.00001500 |
| anthropic.claude-3-haiku-20240307-v1:0 | 4,096 | 200,000 | $0.00000025 | $0.00000125 |
| anthropic.claude-3-opus-20240229-v1:0 | 4,096 | 200,000 | $0.00001500 | $0.00007500 |
| anthropic.claude-v1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-east-1/anthropic.claude-v1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-west-2/anthropic.claude-v1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/anthropic.claude-v1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/anthropic.claude-v1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v1 | 8,191 | 100,000 | -- | -- |
| anthropic.claude-v2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-east-1/anthropic.claude-v2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-west-2/anthropic.claude-v2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/anthropic.claude-v2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/anthropic.claude-v2 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v2 | 8,191 | 100,000 | -- | -- |
| anthropic.claude-v2:1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-east-1/anthropic.claude-v2:1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/us-west-2/anthropic.claude-v2:1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/anthropic.claude-v2:1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/anthropic.claude-v2:1 | 8,191 | 100,000 | $0.00000800 | $0.00002400 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v2:1 | 8,191 | 100,000 | -- | -- |
| anthropic.claude-instant-v1 | 8,191 | 100,000 | $0.00000163 | $0.00000551 |
| bedrock/us-east-1/anthropic.claude-instant-v1 | 8,191 | 100,000 | $0.00000080 | $0.00000240 |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/us-west-2/anthropic.claude-instant-v1 | 8,191 | 100,000 | $0.00000080 | $0.00000240 |
| bedrock/ap-northeast-1/anthropic.claude-instant-v1 | 8,191 | 100,000 | $0.00000223 | $0.00000755 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/anthropic.claude-instant-v1 | 8,191 | 100,000 | $0.00000248 | $0.00000838 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-instant-v1 | 8,191 | 100,000 | -- | -- |
| cohere.command-text-v14 | 4,096 | 4,096 | $0.00000150 | $0.00000200 |
| bedrock/*/1-month-commitment/cohere.command-text-v14 | 4,096 | 4,096 | -- | -- |
| bedrock/*/6-month-commitment/cohere.command-text-v14 | 4,096 | 4,096 | -- | -- |
| cohere.command-light-text-v14 | 4,096 | 4,096 | $0.00000030 | $0.00000060 |
| bedrock/*/1-month-commitment/cohere.command-light-text-v14 | 4,096 | 4,096 | -- | -- |
| bedrock/*/6-month-commitment/cohere.command-light-text-v14 | 4,096 | 4,096 | -- | -- |
| cohere.command-r-plus-v1:0 | 4,096 | 128,000 | $0.00000300 | $0.00001500 |
| cohere.command-r-v1:0 | 4,096 | 128,000 | $0.00000050 | $0.00000150 |
| cohere.embed-english-v3 | 512 | 512 | $0.00000010 | $0.00000000 |
| cohere.embed-multilingual-v3 | 512 | 512 | $0.00000010 | $0.00000000 |
| meta.llama2-13b-chat-v1 | 4,096 | 4,096 | $0.00000075 | $0.00000100 |
| meta.llama2-70b-chat-v1 | 4,096 | 4,096 | $0.00000195 | $0.00000256 |
| meta.llama3-8b-instruct-v1:0 | 8,192 | 8,192 | $0.00000040 | $0.00000060 |
| meta.llama3-70b-instruct-v1:0 | 8,192 | 8,192 | $0.00000265 | $0.00000350 |
| 512-x-512/50-steps/stability.stable-diffusion-xl-v0 | 77 | 77 | -- | -- |
| 512-x-512/max-steps/stability.stable-diffusion-xl-v0 | 77 | 77 | -- | -- |
| max-x-max/50-steps/stability.stable-diffusion-xl-v0 | 77 | 77 | -- | -- |
| max-x-max/max-steps/stability.stable-diffusion-xl-v0 | 77 | 77 | -- | -- |
| 1024-x-1024/50-steps/stability.stable-diffusion-xl-v1 | 77 | 77 | -- | -- |
| 1024-x-1024/max-steps/stability.stable-diffusion-xl-v1 | 77 | 77 | -- | -- |
| sagemaker/meta-textgeneration-llama-2-7b | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| sagemaker/meta-textgeneration-llama-2-7b-f | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| sagemaker/meta-textgeneration-llama-2-13b | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| sagemaker/meta-textgeneration-llama-2-13b-f | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| sagemaker/meta-textgeneration-llama-2-70b | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| sagemaker/meta-textgeneration-llama-2-70b-b-f | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| together-ai-up-to-3b | nan | nan | $0.00000010 | $0.00000010 |
| together-ai-3.1b-7b | nan | nan | $0.00000020 | $0.00000020 |
| together-ai-7.1b-20b | 1,000 | nan | $0.00000040 | $0.00000040 |
| together-ai-20.1b-40b | nan | nan | $0.00000080 | $0.00000080 |
| together-ai-40.1b-70b | nan | nan | $0.00000090 | $0.00000090 |
| together_ai/mistralai/Mixtral-8x7B-Instruct-v0.1 | nan | nan | $0.00000060 | $0.00000060 |
| together_ai/mistralai/Mistral-7B-Instruct-v0.1 | nan | nan | -- | -- |
| together_ai/togethercomputer/CodeLlama-34b-Instruct | nan | nan | -- | -- |
| ollama/llama2 | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/llama2:13b | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/llama2:70b | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/llama2-uncensored | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/mistral | 8,192 | 8,192 | $0.00000000 | $0.00000000 |
| ollama/codellama | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/orca-mini | 4,096 | 4,096 | $0.00000000 | $0.00000000 |
| ollama/vicuna | 2,048 | 2,048 | $0.00000000 | $0.00000000 |
| deepinfra/lizpreciatior/lzlv_70b_fp16_hf | 4,096 | 4,096 | $0.00000070 | $0.00000090 |
| deepinfra/Gryphe/MythoMax-L2-13b | 4,096 | 4,096 | $0.00000022 | $0.00000022 |
| deepinfra/mistralai/Mistral-7B-Instruct-v0.1 | 8,191 | 32,768 | $0.00000013 | $0.00000013 |
| deepinfra/meta-llama/Llama-2-70b-chat-hf | 4,096 | 4,096 | $0.00000070 | $0.00000090 |
| deepinfra/cognitivecomputations/dolphin-2.6-mixtral-8x7b | 8,191 | 32,768 | $0.00000027 | $0.00000027 |
| deepinfra/codellama/CodeLlama-34b-Instruct-hf | 4,096 | 4,096 | $0.00000060 | $0.00000060 |
| deepinfra/deepinfra/mixtral | 4,096 | 32,000 | $0.00000027 | $0.00000027 |
| deepinfra/Phind/Phind-CodeLlama-34B-v2 | 4,096 | 16,384 | $0.00000060 | $0.00000060 |
| deepinfra/mistralai/Mixtral-8x7B-Instruct-v0.1 | 8,191 | 32,768 | $0.00000027 | $0.00000027 |
| deepinfra/deepinfra/airoboros-70b | 4,096 | 4,096 | $0.00000070 | $0.00000090 |
| deepinfra/01-ai/Yi-34B-Chat | 4,096 | 4,096 | $0.00000060 | $0.00000060 |
| deepinfra/01-ai/Yi-6B-200K | 4,096 | 200,000 | $0.00000013 | $0.00000013 |
| deepinfra/jondurbin/airoboros-l2-70b-gpt4-1.4.1 | 4,096 | 4,096 | $0.00000070 | $0.00000090 |
| deepinfra/meta-llama/Llama-2-13b-chat-hf | 4,096 | 4,096 | $0.00000022 | $0.00000022 |
| deepinfra/amazon/MistralLite | 8,191 | 32,768 | $0.00000020 | $0.00000020 |
| deepinfra/meta-llama/Llama-2-7b-chat-hf | 4,096 | 4,096 | $0.00000013 | $0.00000013 |
| deepinfra/01-ai/Yi-34B-200K | 4,096 | 200,000 | $0.00000060 | $0.00000060 |
| deepinfra/openchat/openchat_3.5 | 4,096 | 4,096 | $0.00000013 | $0.00000013 |
| perplexity/codellama-34b-instruct | 16,384 | 16,384 | $0.00000035 | $0.00000140 |
| perplexity/codellama-70b-instruct | 16,384 | 16,384 | $0.00000070 | $0.00000280 |
| perplexity/pplx-7b-chat | 8,192 | 8,192 | $0.00000007 | $0.00000028 |
| perplexity/pplx-70b-chat | 4,096 | 4,096 | $0.00000070 | $0.00000280 |
| perplexity/pplx-7b-online | 4,096 | 4,096 | $0.00000000 | $0.00000028 |
| perplexity/pplx-70b-online | 4,096 | 4,096 | $0.00000000 | $0.00000280 |
| perplexity/llama-2-70b-chat | 4,096 | 4,096 | $0.00000070 | $0.00000280 |
| perplexity/mistral-7b-instruct | 4,096 | 4,096 | $0.00000007 | $0.00000028 |
| perplexity/mixtral-8x7b-instruct | 4,096 | 4,096 | $0.00000007 | $0.00000028 |
| perplexity/sonar-small-chat | 16,384 | 16,384 | $0.00000007 | $0.00000028 |
| perplexity/sonar-small-online | 12,000 | 12,000 | $0.00000000 | $0.00000028 |
| perplexity/sonar-medium-chat | 16,384 | 16,384 | $0.00000060 | $0.00000180 |
| perplexity/sonar-medium-online | 12,000 | 12,000 | $0.00000000 | $0.00000180 |
| anyscale/mistralai/Mistral-7B-Instruct-v0.1 | 16,384 | 16,384 | $0.00000015 | $0.00000015 |
| anyscale/Mixtral-8x7B-Instruct-v0.1 | 16,384 | 16,384 | $0.00000015 | $0.00000015 |
| anyscale/HuggingFaceH4/zephyr-7b-beta | 16,384 | 16,384 | $0.00000015 | $0.00000015 |
| anyscale/meta-llama/Llama-2-7b-chat-hf | 4,096 | 4,096 | $0.00000015 | $0.00000015 |
| anyscale/meta-llama/Llama-2-13b-chat-hf | 4,096 | 4,096 | $0.00000025 | $0.00000025 |
| anyscale/meta-llama/Llama-2-70b-chat-hf | 4,096 | 4,096 | $0.00000100 | $0.00000100 |
| anyscale/codellama/CodeLlama-34b-Instruct-hf | 4,096 | 4,096 | $0.00000100 | $0.00000100 |
| cloudflare/@cf/meta/llama-2-7b-chat-fp16 | 3,072 | 3,072 | $0.00000192 | $0.00000192 |
| cloudflare/@cf/meta/llama-2-7b-chat-int8 | 2,048 | 2,048 | $0.00000192 | $0.00000192 |
| cloudflare/@cf/mistral/mistral-7b-instruct-v0.1 | 8,192 | 8,192 | $0.00000192 | $0.00000192 |
| cloudflare/@hf/thebloke/codellama-7b-instruct-awq | 4,096 | 4,096 | $0.00000192 | $0.00000192 |
| voyage/voyage-01 | 4,096 | 4,096 | $0.00000010 | $0.00000000 |
| voyage/voyage-lite-01 | 4,096 | 4,096 | $0.00000010 | $0.00000000 |
| voyage/voyage-large-2 | 16,000 | 16,000 | $0.00000012 | $0.00000000 |
| voyage/voyage-law-2 | 16,000 | 16,000 | $0.00000012 | $0.00000000 |
| voyage/voyage-code-2 | 16,000 | 16,000 | $0.00000012 | $0.00000000 |
| voyage/voyage-2 | 4,000 | 4,000 | $0.00000010 | $0.00000000 |
| voyage/voyage-lite-02-instruct | 4,000 | 4,000 | $0.00000010 | $0.00000000 |
Callback handlers
You may also calculate token costs in LLM wrapper/framework libraries using callbacks.
LlamaIndex
pip install `'tokencost[llama-index]'`
To use the base callback handler, you may import it:
from tokencost.callbacks.llama_index import BaseCallbackHandler
and pass to your framework callback handler.
Langchain
(Coming Soon)
Running locally
Installation via GitHub:
git clone git@github.com:AgentOps-AI/tokencost.git
cd tokencost
pip install -e .
Running tests
- Install
pytestif you don't have it already
pip install pytest
- Run the
tests/folder while in the parent directory
pytest tests
This repo also supports tox, simply run python -m tox.
Contributing
Contributions to TokenCost are welcome! Feel free to create an issue for any bug reports, complaints, or feature suggestions.
License
TokenCost is released under the MIT License.