Clientside token counting + price estimation for LLM apps and AI agents.
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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
- 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
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 = 0.0000275Recommended: PyPI:
pip install tokencostCalculating 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 = 0.0000280Calculating 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-06Counting 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"))
# 2Units denominated in USD. All prices can be located in model_prices.json.
- Prices last updated Jan 30, 2024 from LiteLLM's cost dictionary
| Model Name | Prompt Cost (USD) per 1M tokens | Completion Cost (USD) per 1M tokens | Max Prompt Tokens | Max Output Tokens |
|---|---|---|---|---|
| gpt-4 | $30.00 | $60.00 | 8,192 | 4096 |
| gpt-4o | $5.00 | $15.00 | 128,000 | 4096 |
| gpt-4o-2024-05-13 | $5.00 | $15.00 | 128,000 | 4096 |
| gpt-4-turbo-preview | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-0314 | $30.00 | $60.00 | 8,192 | 4096 |
| gpt-4-0613 | $30.00 | $60.00 | 8,192 | 4096 |
| gpt-4-32k | $60.00 | $120.00 | 32,768 | 4096 |
| gpt-4-32k-0314 | $60.00 | $120.00 | 32,768 | 4096 |
| gpt-4-32k-0613 | $60.00 | $120.00 | 32,768 | 4096 |
| gpt-4-turbo | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-turbo-2024-04-09 | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-1106-preview | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-0125-preview | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-vision-preview | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-4-1106-vision-preview | $10.00 | $30.00 | 128,000 | 4096 |
| gpt-3.5-turbo | $1.5 | $2.00 | 16,385 | 4096 |
| gpt-3.5-turbo-0301 | $1.5 | $2.00 | 4,097 | 4096 |
| gpt-3.5-turbo-0613 | $1.5 | $2.00 | 4,097 | 4096 |
| gpt-3.5-turbo-1106 | $1.00 | $2.00 | 16,385 | 4096 |
| gpt-3.5-turbo-0125 | $0.5 | $1.5 | 16,385 | 4096 |
| gpt-3.5-turbo-16k | $3.00 | $4.00 | 16,385 | 4096 |
| gpt-3.5-turbo-16k-0613 | $3.00 | $4.00 | 16,385 | 4096 |
| ft:gpt-3.5-turbo | $3.00 | $6.00 | 4,097 | 4096 |
| ft:davinci-002 | $2.00 | $2.00 | 16,384 | 4096 |
| ft:babbage-002 | $0.4 | $0.4 | 16,384 | 4096 |
| text-embedding-3-large | $0.13 | $0.00 | 8,191 | nan |
| text-embedding-3-small | $0.02 | $0.00 | 8,191 | nan |
| text-embedding-ada-002 | $0.1 | $0.00 | 8,191 | nan |
| text-embedding-ada-002-v2 | $0.1 | $0.00 | 8,191 | nan |
| text-moderation-stable | $0.00 | $0.00 | 32,768 | 0 |
| text-moderation-007 | $0.00 | $0.00 | 32,768 | 0 |
| text-moderation-latest | $0.00 | $0.00 | 32,768 | 0 |
| 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-4o | $5.00 | $15.00 | 128,000 | 4096 |
| azure/gpt-4-turbo-2024-04-09 | $10.00 | $30.00 | 128,000 | 4096 |
| azure/gpt-4-0125-preview | $10.00 | $30.00 | 128,000 | 4096 |
| azure/gpt-4-1106-preview | $10.00 | $30.00 | 128,000 | 4096 |
| azure/gpt-4-0613 | $30.00 | $60.00 | 8,192 | 4096 |
| azure/gpt-4-32k-0613 | $60.00 | $120.00 | 32,768 | 4096 |
| azure/gpt-4-32k | $60.00 | $120.00 | 32,768 | 4096 |
| azure/gpt-4 | $30.00 | $60.00 | 8,192 | 4096 |
| azure/gpt-4-turbo | $10.00 | $30.00 | 128,000 | 4096 |
| azure/gpt-4-turbo-vision-preview | $10.00 | $30.00 | 128,000 | 4096 |
| azure/gpt-35-turbo-16k-0613 | $3.00 | $4.00 | 16,385 | 4096 |
| azure/gpt-35-turbo-1106 | $1.5 | $2.00 | 16,384 | 4096 |
| azure/gpt-35-turbo-0125 | $0.5 | $1.5 | 16,384 | 4096 |
| azure/gpt-35-turbo-16k | $3.00 | $4.00 | 16,385 | 4096 |
| azure/gpt-35-turbo | $0.5 | $1.5 | 4,097 | 4096 |
| azure/gpt-3.5-turbo-instruct-0914 | $1.5 | $2.00 | 4,097 | nan |
| azure/gpt-35-turbo-instruct | $1.5 | $2.00 | 4,097 | nan |
| azure/mistral-large-latest | $8.00 | $24.00 | 32,000 | nan |
| azure/mistral-large-2402 | $8.00 | $24.00 | 32,000 | nan |
| azure/command-r-plus | $3.00 | $15.00 | 128,000 | 4096 |
| azure/ada | $0.1 | $0.00 | 8,191 | nan |
| azure/text-embedding-ada-002 | $0.1 | $0.00 | 8,191 | nan |
| azure/text-embedding-3-large | $0.13 | $0.00 | 8,191 | nan |
| azure/text-embedding-3-small | $0.02 | $0.00 | 8,191 | nan |
| azure/standard/1024-x-1024/dall-e-3 | -- | $0.00 | nan | nan |
| azure/hd/1024-x-1024/dall-e-3 | -- | $0.00 | nan | nan |
| azure/standard/1024-x-1792/dall-e-3 | -- | $0.00 | nan | nan |
| azure/standard/1792-x-1024/dall-e-3 | -- | $0.00 | nan | nan |
| azure/hd/1024-x-1792/dall-e-3 | -- | $0.00 | nan | nan |
| azure/hd/1792-x-1024/dall-e-3 | -- | $0.00 | nan | nan |
| azure/standard/1024-x-1024/dall-e-2 | -- | $0.00 | nan | nan |
| babbage-002 | $0.4 | $0.4 | 16,384 | 4096 |
| davinci-002 | $2.00 | $2.00 | 16,384 | 4096 |
| gpt-3.5-turbo-instruct | $1.5 | $2.00 | 8,192 | 4096 |
| gpt-3.5-turbo-instruct-0914 | $1.5 | $2.00 | 8,192 | 4097 |
| claude-instant-1 | $1.63 | $5.51 | 100,000 | 8191 |
| mistral/mistral-tiny | $0.25 | $0.25 | 32,000 | 8191 |
| mistral/mistral-small | $1.00 | $3.00 | 32,000 | 8191 |
| mistral/mistral-small-latest | $1.00 | $3.00 | 32,000 | 8191 |
| mistral/mistral-medium | $2.7 | $8.1 | 32,000 | 8191 |
| mistral/mistral-medium-latest | $2.7 | $8.1 | 32,000 | 8191 |
| mistral/mistral-medium-2312 | $2.7 | $8.1 | 32,000 | 8191 |
| mistral/mistral-large-latest | $4.00 | $12.00 | 32,000 | 8191 |
| mistral/mistral-large-2402 | $4.00 | $12.00 | 32,000 | 8191 |
| mistral/open-mistral-7b | $0.25 | $0.25 | 32,000 | 8191 |
| mistral/open-mixtral-8x7b | $0.7 | $0.7 | 32,000 | 8191 |
| mistral/open-mixtral-8x22b | $2.00 | $6.00 | 64,000 | 8191 |
| mistral/codestral-latest | $1.00 | $3.00 | 32,000 | 8191 |
| mistral/codestral-2405 | $1.00 | $3.00 | 32,000 | 8191 |
| mistral/mistral-embed | $0.1 | -- | 8,192 | nan |
| deepseek-chat | $0.14 | $0.28 | 32,000 | 4096 |
| deepseek-coder | $0.14 | $0.28 | 16,000 | 4096 |
| groq/llama2-70b-4096 | $0.7 | $0.8 | 4,096 | 4096 |
| groq/llama3-8b-8192 | $0.1 | $0.1 | 8,192 | 8192 |
| groq/llama3-70b-8192 | $0.64 | $0.8 | 8,192 | 8192 |
| groq/mixtral-8x7b-32768 | $0.27 | $0.27 | 32,768 | 32768 |
| groq/gemma-7b-it | $0.1 | $0.1 | 8,192 | 8192 |
| claude-instant-1.2 | $0.163 | $0.551 | 100,000 | 8191 |
| claude-2 | $8.00 | $24.00 | 100,000 | 8191 |
| claude-2.1 | $8.00 | $24.00 | 200,000 | 8191 |
| claude-3-haiku-20240307 | $0.25 | $1.25 | 200,000 | 4096 |
| claude-3-opus-20240229 | $15.00 | $75.00 | 200,000 | 4096 |
| claude-3-sonnet-20240229 | $3.00 | $15.00 | 200,000 | 4096 |
| text-bison | $0.125 | $0.125 | 8,192 | 1024 |
| text-bison@001 | $0.125 | $0.125 | 8,192 | 1024 |
| text-unicorn | $10.00 | $28.00 | 8,192 | 1024 |
| text-unicorn@001 | $10.00 | $28.00 | 8,192 | 1024 |
| chat-bison | $0.125 | $0.125 | 8,192 | 4096 |
| chat-bison@001 | $0.125 | $0.125 | 8,192 | 4096 |
| chat-bison@002 | $0.125 | $0.125 | 8,192 | 4096 |
| chat-bison-32k | $0.125 | $0.125 | 32,000 | 8192 |
| code-bison | $0.125 | $0.125 | 6,144 | 1024 |
| code-bison@001 | $0.125 | $0.125 | 6,144 | 1024 |
| code-gecko@001 | $0.125 | $0.125 | 2,048 | 64 |
| code-gecko@002 | $0.125 | $0.125 | 2,048 | 64 |
| code-gecko | $0.125 | $0.125 | 2,048 | 64 |
| codechat-bison | $0.125 | $0.125 | 6,144 | 1024 |
| codechat-bison@001 | $0.125 | $0.125 | 6,144 | 1024 |
| codechat-bison-32k | $0.125 | $0.125 | 32,000 | 8192 |
| gemini-pro | $0.03125 | $0.09375 | 32,760 | 8192 |
| gemini-1.0-pro | $0.03125 | $0.09375 | 32,760 | 8192 |
| gemini-1.0-pro-001 | $0.03125 | $0.09375 | 32,760 | 8192 |
| gemini-1.0-pro-002 | $0.03125 | $0.09375 | 32,760 | 8192 |
| gemini-1.5-pro | $0.3125 | $0.9375 | 1,000,000 | 8192 |
| gemini-1.5-flash-001 | $0.03125 | $0.09375 | 1,000,000 | 8192 |
| gemini-1.5-flash-preview-0514 | $0.03125 | $0.09375 | 1,000,000 | 8192 |
| gemini-1.5-pro-001 | $0.3125 | $0.9375 | 1,000,000 | 8192 |
| gemini-1.5-pro-preview-0514 | $0.3125 | $0.9375 | 1,000,000 | 8192 |
| gemini-1.5-pro-preview-0215 | $0.3125 | $0.9375 | 1,000,000 | 8192 |
| gemini-1.5-pro-preview-0409 | $0.3125 | $0.9375 | 1,000,000 | 8192 |
| gemini-experimental | $0.00 | $0.00 | 1,000,000 | 8192 |
| gemini-pro-vision | $0.25 | $0.5 | 16,384 | 2048 |
| gemini-1.0-pro-vision | $0.25 | $0.5 | 16,384 | 2048 |
| gemini-1.0-pro-vision-001 | $0.25 | $0.5 | 16,384 | 2048 |
| vertex_ai/claude-3-sonnet@20240229 | $3.00 | $15.00 | 200,000 | 4096 |
| vertex_ai/claude-3-haiku@20240307 | $0.25 | $1.25 | 200,000 | 4096 |
| vertex_ai/claude-3-opus@20240229 | $15.00 | $75.00 | 200,000 | 4096 |
| vertex_ai/imagegeneration@006 | -- | -- | nan | nan |
| text-embedding-004 | $0.00625 | $0.00 | 3,072 | nan |
| text-multilingual-embedding-002 | $0.00625 | $0.00 | 2,048 | nan |
| textembedding-gecko | $0.00625 | $0.00 | 3,072 | nan |
| textembedding-gecko-multilingual | $0.00625 | $0.00 | 3,072 | nan |
| textembedding-gecko-multilingual@001 | $0.00625 | $0.00 | 3,072 | nan |
| textembedding-gecko@001 | $0.00625 | $0.00 | 3,072 | nan |
| textembedding-gecko@003 | $0.00625 | $0.00 | 3,072 | nan |
| text-embedding-preview-0409 | $0.00625 | $0.00 | 3,072 | nan |
| text-multilingual-embedding-preview-0409 | $0.00625 | $0.00 | 3,072 | nan |
| palm/chat-bison | $0.125 | $0.125 | 8,192 | 4096 |
| palm/chat-bison-001 | $0.125 | $0.125 | 8,192 | 4096 |
| palm/text-bison | $0.125 | $0.125 | 8,192 | 1024 |
| palm/text-bison-001 | $0.125 | $0.125 | 8,192 | 1024 |
| palm/text-bison-safety-off | $0.125 | $0.125 | 8,192 | 1024 |
| palm/text-bison-safety-recitation-off | $0.125 | $0.125 | 8,192 | 1024 |
| gemini/gemini-1.5-flash-latest | $0.35 | $1.05 | 1,000,000 | 8192 |
| gemini/gemini-pro | $0.35 | $1.05 | 32,760 | 8192 |
| gemini/gemini-1.5-pro | $0.35 | $1.05 | 1,000,000 | 8192 |
| gemini/gemini-1.5-pro-latest | $0.35 | $1.05 | 1,048,576 | 8192 |
| gemini/gemini-pro-vision | $0.35 | $1.05 | 30,720 | 2048 |
| command-r | $0.5 | $1.5 | 128,000 | 4096 |
| command-light | $15.00 | $15.00 | 4,096 | 4096 |
| command-r-plus | $3.00 | $15.00 | 128,000 | 4096 |
| command-nightly | $15.00 | $15.00 | 4,096 | 4096 |
| command | $15.00 | $15.00 | 4,096 | 4096 |
| command-medium-beta | $15.00 | $15.00 | 4,096 | 4096 |
| command-xlarge-beta | $15.00 | $15.00 | 4,096 | 4096 |
| replicate/meta/llama-2-13b | $0.1 | $0.5 | 4,096 | 4096 |
| replicate/meta/llama-2-13b-chat | $0.1 | $0.5 | 4,096 | 4096 |
| replicate/meta/llama-2-70b | $0.65 | $2.75 | 4,096 | 4096 |
| replicate/meta/llama-2-70b-chat | $0.65 | $2.75 | 4,096 | 4096 |
| replicate/meta/llama-2-7b | $0.05 | $0.25 | 4,096 | 4096 |
| replicate/meta/llama-2-7b-chat | $0.05 | $0.25 | 4,096 | 4096 |
| replicate/meta/llama-3-70b | $0.65 | $2.75 | 8,192 | 8192 |
| replicate/meta/llama-3-70b-instruct | $0.65 | $2.75 | 8,192 | 8192 |
| replicate/meta/llama-3-8b | $0.05 | $0.25 | 8,086 | 8086 |
| replicate/meta/llama-3-8b-instruct | $0.05 | $0.25 | 8,086 | 8086 |
| replicate/mistralai/mistral-7b-v0.1 | $0.05 | $0.25 | 4,096 | 4096 |
| replicate/mistralai/mistral-7b-instruct-v0.2 | $0.05 | $0.25 | 4,096 | 4096 |
| replicate/mistralai/mixtral-8x7b-instruct-v0.1 | $0.3 | $1.00 | 4,096 | 4096 |
| openrouter/microsoft/wizardlm-2-8x22b:nitro | $1.00 | $1.00 | nan | nan |
| openrouter/google/gemini-pro-1.5 | $2.5 | $7.5 | 1,000,000 | 8192 |
| openrouter/mistralai/mixtral-8x22b-instruct | $0.65 | $0.65 | nan | nan |
| openrouter/cohere/command-r-plus | $3.00 | $15.00 | nan | nan |
| openrouter/databricks/dbrx-instruct | $0.6 | $0.6 | nan | nan |
| openrouter/anthropic/claude-3-haiku | $0.25 | $1.25 | nan | nan |
| openrouter/anthropic/claude-3-sonnet | $3.00 | $15.00 | nan | nan |
| openrouter/mistralai/mistral-large | $8.00 | $24.00 | nan | nan |
| openrouter/cognitivecomputations/dolphin-mixtral-8x7b | $0.5 | $0.5 | nan | nan |
| openrouter/google/gemini-pro-vision | $0.125 | $0.375 | nan | nan |
| openrouter/fireworks/firellava-13b | $0.2 | $0.2 | nan | nan |
| openrouter/meta-llama/llama-3-8b-instruct:free | $0.00 | $0.00 | nan | nan |
| openrouter/meta-llama/llama-3-8b-instruct:extended | $0.225 | $2.25 | nan | nan |
| openrouter/meta-llama/llama-3-70b-instruct:nitro | $0.9 | $0.9 | nan | nan |
| openrouter/meta-llama/llama-3-70b-instruct | $0.59 | $0.79 | nan | nan |
| openrouter/openai/gpt-4o | $5.00 | $15.00 | 128,000 | 4096 |
| openrouter/openai/gpt-4o-2024-05-13 | $5.00 | $15.00 | 128,000 | 4096 |
| openrouter/openai/gpt-4-vision-preview | $10.00 | $30.00 | nan | nan |
| openrouter/openai/gpt-3.5-turbo | $1.5 | $2.00 | nan | nan |
| openrouter/openai/gpt-3.5-turbo-16k | $3.00 | $4.00 | nan | nan |
| openrouter/openai/gpt-4 | $30.00 | $60.00 | nan | nan |
| openrouter/anthropic/claude-instant-v1 | $1.63 | $5.51 | nan | 8191 |
| openrouter/anthropic/claude-2 | $11.02 | $32.68 | nan | 8191 |
| openrouter/anthropic/claude-3-opus | $15.00 | $75.00 | 200,000 | 4096 |
| openrouter/google/palm-2-chat-bison | $0.5 | $0.5 | nan | nan |
| openrouter/google/palm-2-codechat-bison | $0.5 | $0.5 | nan | nan |
| openrouter/meta-llama/llama-2-13b-chat | $0.2 | $0.2 | nan | nan |
| openrouter/meta-llama/llama-2-70b-chat | $1.5 | $1.5 | nan | nan |
| openrouter/meta-llama/codellama-34b-instruct | $0.5 | $0.5 | nan | nan |
| openrouter/nousresearch/nous-hermes-llama2-13b | $0.2 | $0.2 | nan | nan |
| openrouter/mancer/weaver | $5.625 | $5.625 | nan | nan |
| openrouter/gryphe/mythomax-l2-13b | $1.875 | $1.875 | nan | nan |
| openrouter/jondurbin/airoboros-l2-70b-2.1 | $13.875 | $13.875 | nan | nan |
| openrouter/undi95/remm-slerp-l2-13b | $1.875 | $1.875 | nan | nan |
| openrouter/pygmalionai/mythalion-13b | $1.875 | $1.875 | nan | nan |
| openrouter/mistralai/mistral-7b-instruct | $0.13 | $0.13 | nan | nan |
| openrouter/mistralai/mistral-7b-instruct:free | $0.00 | $0.00 | nan | nan |
| j2-ultra | $15.00 | $15.00 | 8,192 | 8192 |
| j2-mid | $10.00 | $10.00 | 8,192 | 8192 |
| j2-light | $3.00 | $3.00 | 8,192 | 8192 |
| dolphin | $0.5 | $0.5 | 16,384 | 16384 |
| chatdolphin | $0.5 | $0.5 | 16,384 | 16384 |
| luminous-base | $30.00 | $33.00 | nan | nan |
| luminous-base-control | $37.5 | $41.25 | nan | nan |
| luminous-extended | $45.00 | $49.5 | nan | nan |
| luminous-extended-control | $56.25 | $61.875 | nan | nan |
| luminous-supreme | $175.00 | $192.5 | nan | nan |
| luminous-supreme-control | $218.75 | $240.625 | nan | nan |
| ai21.j2-mid-v1 | $12.5 | $12.5 | 8,191 | 8191 |
| ai21.j2-ultra-v1 | $18.8 | $18.8 | 8,191 | 8191 |
| amazon.titan-text-lite-v1 | $0.3 | $0.4 | 42,000 | 4000 |
| amazon.titan-text-express-v1 | $1.3 | $1.7 | 42,000 | 8000 |
| amazon.titan-embed-text-v1 | $0.1 | $0.00 | 8,192 | nan |
| amazon.titan-embed-text-v2:0 | $0.2 | $0.00 | 8,192 | nan |
| mistral.mistral-7b-instruct-v0:2 | $0.15 | $0.2 | 32,000 | 8191 |
| mistral.mixtral-8x7b-instruct-v0:1 | $0.45 | $0.7 | 32,000 | 8191 |
| mistral.mistral-large-2402-v1:0 | $8.00 | $24.00 | 32,000 | 8191 |
| bedrock/us-west-2/mistral.mixtral-8x7b-instruct-v0:1 | $0.45 | $0.7 | 32,000 | 8191 |
| bedrock/us-east-1/mistral.mixtral-8x7b-instruct-v0:1 | $0.45 | $0.7 | 32,000 | 8191 |
| bedrock/eu-west-3/mistral.mixtral-8x7b-instruct-v0:1 | $0.59 | $0.91 | 32,000 | 8191 |
| bedrock/us-west-2/mistral.mistral-7b-instruct-v0:2 | $0.15 | $0.2 | 32,000 | 8191 |
| bedrock/us-east-1/mistral.mistral-7b-instruct-v0:2 | $0.15 | $0.2 | 32,000 | 8191 |
| bedrock/eu-west-3/mistral.mistral-7b-instruct-v0:2 | $0.2 | $0.26 | 32,000 | 8191 |
| bedrock/us-east-1/mistral.mistral-large-2402-v1:0 | $8.00 | $24.00 | 32,000 | 8191 |
| bedrock/us-west-2/mistral.mistral-large-2402-v1:0 | $8.00 | $24.00 | 32,000 | 8191 |
| bedrock/eu-west-3/mistral.mistral-large-2402-v1:0 | $10.4 | $31.2 | 32,000 | 8191 |
| anthropic.claude-3-sonnet-20240229-v1:0 | $3.00 | $15.00 | 200,000 | 4096 |
| anthropic.claude-3-haiku-20240307-v1:0 | $0.25 | $1.25 | 200,000 | 4096 |
| anthropic.claude-3-opus-20240229-v1:0 | $15.00 | $75.00 | 200,000 | 4096 |
| anthropic.claude-v1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-east-1/anthropic.claude-v1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-west-2/anthropic.claude-v1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/anthropic.claude-v1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/anthropic.claude-v1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v1 | -- | -- | 100,000 | 8191 |
| anthropic.claude-v2 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-east-1/anthropic.claude-v2 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-west-2/anthropic.claude-v2 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/anthropic.claude-v2 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/anthropic.claude-v2 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v2 | -- | -- | 100,000 | 8191 |
| anthropic.claude-v2:1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-east-1/anthropic.claude-v2:1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/us-west-2/anthropic.claude-v2:1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/anthropic.claude-v2:1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/anthropic.claude-v2:1 | $8.00 | $24.00 | 100,000 | 8191 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-v2:1 | -- | -- | 100,000 | 8191 |
| anthropic.claude-instant-v1 | $1.63 | $5.51 | 100,000 | 8191 |
| bedrock/us-east-1/anthropic.claude-instant-v1 | $0.8 | $2.4 | 100,000 | 8191 |
| bedrock/us-east-1/1-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-east-1/6-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/1-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/6-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/us-west-2/anthropic.claude-instant-v1 | $0.8 | $2.4 | 100,000 | 8191 |
| bedrock/ap-northeast-1/anthropic.claude-instant-v1 | $2.23 | $7.55 | 100,000 | 8191 |
| bedrock/ap-northeast-1/1-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/ap-northeast-1/6-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/anthropic.claude-instant-v1 | $2.48 | $8.38 | 100,000 | 8191 |
| bedrock/eu-central-1/1-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| bedrock/eu-central-1/6-month-commitment/anthropic.claude-instant-v1 | -- | -- | 100,000 | 8191 |
| cohere.command-text-v14 | $1.5 | $2.00 | 4,096 | 4096 |
| bedrock/*/1-month-commitment/cohere.command-text-v14 | -- | -- | 4,096 | 4096 |
| bedrock/*/6-month-commitment/cohere.command-text-v14 | -- | -- | 4,096 | 4096 |
| cohere.command-light-text-v14 | $0.3 | $0.6 | 4,096 | 4096 |
| bedrock/*/1-month-commitment/cohere.command-light-text-v14 | -- | -- | 4,096 | 4096 |
| bedrock/*/6-month-commitment/cohere.command-light-text-v14 | -- | -- | 4,096 | 4096 |
| cohere.command-r-plus-v1:0 | $3.00 | $15.00 | 128,000 | 4096 |
| cohere.command-r-v1:0 | $0.5 | $1.5 | 128,000 | 4096 |
| cohere.embed-english-v3 | $0.1 | $0.00 | 512 | nan |
| cohere.embed-multilingual-v3 | $0.1 | $0.00 | 512 | nan |
| meta.llama2-13b-chat-v1 | $0.75 | $1.00 | 4,096 | 4096 |
| meta.llama2-70b-chat-v1 | $1.95 | $2.56 | 4,096 | 4096 |
| meta.llama3-8b-instruct-v1:0 | $0.4 | $0.6 | 8,192 | 8192 |
| meta.llama3-70b-instruct-v1:0 | $2.65 | $3.5 | 8,192 | 8192 |
| 512-x-512/50-steps/stability.stable-diffusion-xl-v0 | -- | -- | 77 | nan |
| 512-x-512/max-steps/stability.stable-diffusion-xl-v0 | -- | -- | 77 | nan |
| max-x-max/50-steps/stability.stable-diffusion-xl-v0 | -- | -- | 77 | nan |
| max-x-max/max-steps/stability.stable-diffusion-xl-v0 | -- | -- | 77 | nan |
| 1024-x-1024/50-steps/stability.stable-diffusion-xl-v1 | -- | -- | 77 | nan |
| 1024-x-1024/max-steps/stability.stable-diffusion-xl-v1 | -- | -- | 77 | nan |
| sagemaker/meta-textgeneration-llama-2-7b | $0.00 | $0.00 | 4,096 | 4096 |
| sagemaker/meta-textgeneration-llama-2-7b-f | $0.00 | $0.00 | 4,096 | 4096 |
| sagemaker/meta-textgeneration-llama-2-13b | $0.00 | $0.00 | 4,096 | 4096 |
| sagemaker/meta-textgeneration-llama-2-13b-f | $0.00 | $0.00 | 4,096 | 4096 |
| sagemaker/meta-textgeneration-llama-2-70b | $0.00 | $0.00 | 4,096 | 4096 |
| sagemaker/meta-textgeneration-llama-2-70b-b-f | $0.00 | $0.00 | 4,096 | 4096 |
| together-ai-up-to-4b | $0.1 | $0.1 | nan | nan |
| together-ai-4.1b-8b | $0.2 | $0.2 | nan | nan |
| together-ai-8.1b-21b | $0.3 | $0.3 | nan | nan |
| together-ai-21.1b-41b | $0.8 | $0.8 | nan | nan |
| together-ai-41.1b-80b | $0.9 | $0.9 | nan | nan |
| together-ai-81.1b-110b | $1.8 | $1.8 | nan | nan |
| together_ai/mistralai/Mixtral-8x7B-Instruct-v0.1 | $0.6 | $0.6 | nan | nan |
| together_ai/mistralai/Mistral-7B-Instruct-v0.1 | -- | -- | nan | nan |
| together_ai/togethercomputer/CodeLlama-34b-Instruct | -- | -- | nan | nan |
| ollama/llama2 | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/llama2:13b | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/llama2:70b | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/llama2-uncensored | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/llama3 | $0.00 | $0.00 | 8,192 | 8192 |
| ollama/llama3:70b | $0.00 | $0.00 | 8,192 | 8192 |
| ollama/mistral | $0.00 | $0.00 | 8,192 | 8192 |
| ollama/mistral-7B-Instruct-v0.1 | $0.00 | $0.00 | 8,192 | 8192 |
| ollama/mistral-7B-Instruct-v0.2 | $0.00 | $0.00 | 32,768 | 32768 |
| ollama/mixtral-8x7B-Instruct-v0.1 | $0.00 | $0.00 | 32,768 | 32768 |
| ollama/mixtral-8x22B-Instruct-v0.1 | $0.00 | $0.00 | 65,536 | 65536 |
| ollama/codellama | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/orca-mini | $0.00 | $0.00 | 4,096 | 4096 |
| ollama/vicuna | $0.00 | $0.00 | 2,048 | 2048 |
| deepinfra/lizpreciatior/lzlv_70b_fp16_hf | $0.7 | $0.9 | 4,096 | 4096 |
| deepinfra/Gryphe/MythoMax-L2-13b | $0.22 | $0.22 | 4,096 | 4096 |
| deepinfra/mistralai/Mistral-7B-Instruct-v0.1 | $0.13 | $0.13 | 32,768 | 8191 |
| deepinfra/meta-llama/Llama-2-70b-chat-hf | $0.7 | $0.9 | 4,096 | 4096 |
| deepinfra/cognitivecomputations/dolphin-2.6-mixtral-8x7b | $0.27 | $0.27 | 32,768 | 8191 |
| deepinfra/codellama/CodeLlama-34b-Instruct-hf | $0.6 | $0.6 | 4,096 | 4096 |
| deepinfra/deepinfra/mixtral | $0.27 | $0.27 | 32,000 | 4096 |
| deepinfra/Phind/Phind-CodeLlama-34B-v2 | $0.6 | $0.6 | 16,384 | 4096 |
| deepinfra/mistralai/Mixtral-8x7B-Instruct-v0.1 | $0.27 | $0.27 | 32,768 | 8191 |
| deepinfra/deepinfra/airoboros-70b | $0.7 | $0.9 | 4,096 | 4096 |
| deepinfra/01-ai/Yi-34B-Chat | $0.6 | $0.6 | 4,096 | 4096 |
| deepinfra/01-ai/Yi-6B-200K | $0.13 | $0.13 | 200,000 | 4096 |
| deepinfra/jondurbin/airoboros-l2-70b-gpt4-1.4.1 | $0.7 | $0.9 | 4,096 | 4096 |
| deepinfra/meta-llama/Llama-2-13b-chat-hf | $0.22 | $0.22 | 4,096 | 4096 |
| deepinfra/amazon/MistralLite | $0.2 | $0.2 | 32,768 | 8191 |
| deepinfra/meta-llama/Llama-2-7b-chat-hf | $0.13 | $0.13 | 4,096 | 4096 |
| deepinfra/meta-llama/Meta-Llama-3-8B-Instruct | $0.08 | $0.08 | 8,191 | 4096 |
| deepinfra/meta-llama/Meta-Llama-3-70B-Instruct | $0.59 | $0.79 | 8,191 | 4096 |
| deepinfra/01-ai/Yi-34B-200K | $0.6 | $0.6 | 200,000 | 4096 |
| deepinfra/openchat/openchat_3.5 | $0.13 | $0.13 | 4,096 | 4096 |
| perplexity/codellama-34b-instruct | $0.35 | $1.4 | 16,384 | 16384 |
| perplexity/codellama-70b-instruct | $0.7 | $2.8 | 16,384 | 16384 |
| perplexity/pplx-7b-chat | $0.07 | $0.28 | 8,192 | 8192 |
| perplexity/pplx-70b-chat | $0.7 | $2.8 | 4,096 | 4096 |
| perplexity/pplx-7b-online | $0.00 | $0.28 | 4,096 | 4096 |
| perplexity/pplx-70b-online | $0.00 | $2.8 | 4,096 | 4096 |
| perplexity/llama-2-70b-chat | $0.7 | $2.8 | 4,096 | 4096 |
| perplexity/mistral-7b-instruct | $0.07 | $0.28 | 4,096 | 4096 |
| perplexity/mixtral-8x7b-instruct | $0.07 | $0.28 | 4,096 | 4096 |
| perplexity/sonar-small-chat | $0.07 | $0.28 | 16,384 | 16384 |
| perplexity/sonar-small-online | $0.00 | $0.28 | 12,000 | 12000 |
| perplexity/sonar-medium-chat | $0.6 | $1.8 | 16,384 | 16384 |
| perplexity/sonar-medium-online | $0.00 | $1.8 | 12,000 | 12000 |
| anyscale/mistralai/Mistral-7B-Instruct-v0.1 | $0.15 | $0.15 | 16,384 | 16384 |
| anyscale/mistralai/Mixtral-8x7B-Instruct-v0.1 | $0.15 | $0.15 | 16,384 | 16384 |
| anyscale/mistralai/Mixtral-8x22B-Instruct-v0.1 | $0.9 | $0.9 | 65,536 | 65536 |
| anyscale/HuggingFaceH4/zephyr-7b-beta | $0.15 | $0.15 | 16,384 | 16384 |
| anyscale/google/gemma-7b-it | $0.15 | $0.15 | 8,192 | 8192 |
| anyscale/meta-llama/Llama-2-7b-chat-hf | $0.15 | $0.15 | 4,096 | 4096 |
| anyscale/meta-llama/Llama-2-13b-chat-hf | $0.25 | $0.25 | 4,096 | 4096 |
| anyscale/meta-llama/Llama-2-70b-chat-hf | $1.00 | $1.00 | 4,096 | 4096 |
| anyscale/codellama/CodeLlama-34b-Instruct-hf | $1.00 | $1.00 | 4,096 | 4096 |
| anyscale/codellama/CodeLlama-70b-Instruct-hf | $1.00 | $1.00 | 4,096 | 4096 |
| anyscale/meta-llama/Meta-Llama-3-8B-Instruct | $0.15 | $0.15 | 8,192 | 8192 |
| anyscale/meta-llama/Meta-Llama-3-70B-Instruct | $1.00 | $1.00 | 8,192 | 8192 |
| cloudflare/@cf/meta/llama-2-7b-chat-fp16 | $1.923 | $1.923 | 3,072 | 3072 |
| cloudflare/@cf/meta/llama-2-7b-chat-int8 | $1.923 | $1.923 | 2,048 | 2048 |
| cloudflare/@cf/mistral/mistral-7b-instruct-v0.1 | $1.923 | $1.923 | 8,192 | 8192 |
| cloudflare/@hf/thebloke/codellama-7b-instruct-awq | $1.923 | $1.923 | 4,096 | 4096 |
| voyage/voyage-01 | $0.1 | $0.00 | 4,096 | nan |
| voyage/voyage-lite-01 | $0.1 | $0.00 | 4,096 | nan |
| voyage/voyage-large-2 | $0.12 | $0.00 | 16,000 | nan |
| voyage/voyage-law-2 | $0.12 | $0.00 | 16,000 | nan |
| voyage/voyage-code-2 | $0.12 | $0.00 | 16,000 | nan |
| voyage/voyage-2 | $0.1 | $0.00 | 4,000 | nan |
| voyage/voyage-lite-02-instruct | $0.1 | $0.00 | 4,000 | nan |
| databricks/databricks-dbrx-instruct | $0.75 | $2.25 | 32,768 | 32768 |
| databricks/databricks-meta-llama-3-70b-instruct | $1.00 | $3.00 | 8,192 | 8192 |
| databricks/databricks-llama-2-70b-chat | $0.5 | $1.5 | 4,096 | 4096 |
| databricks/databricks-mixtral-8x7b-instruct | $0.5 | $1.00 | 4,096 | 4096 |
| databricks/databricks-mpt-30b-instruct | $1.00 | $1.00 | 8,192 | 8192 |
| databricks/databricks-mpt-7b-instruct | $0.5 | $0.5 | 8,192 | 8192 |
| databricks/databricks-bge-large-en | $0.1 | $0.00 | 512 | nan |
You may also calculate token costs in LLM wrapper/framework libraries using callbacks.
pip install `'tokencost[llama-index]'`To use the base callback handler, you may import it:
from tokencost.callbacks.llama_index import TokenCostHandlerand pass to your framework callback handler.
(Coming Soon)
Installation via GitHub:
git clone git@github.com:AgentOps-AI/tokencost.git
cd tokencost
pip install -e .- Install
pytestif you don't have it already
pip install pytest- Run the
tests/folder while in the parent directory
pytest testsThis repo also supports tox, simply run python -m tox.
Contributions to TokenCost are welcome! Feel free to create an issue for any bug reports, complaints, or feature suggestions.
TokenCost is released under the MIT License.