public class TokenUtils extends Object
def num_tokens_from_messages(messages, model="gpt-3.5-turbo-0301"):
"""Returns the number of tokens used by a list of messages."""
try:
encoding = tiktoken.encoding_for_model(model)
except KeyError:
print("Warning: model not found. Using cl100k_base encoding.")
encoding = tiktoken.get_encoding("cl100k_base")
if model == "gpt-3.5-turbo":
print("Warning: gpt-3.5-turbo may change over time. Returning num tokens assuming gpt-3.5-turbo-0301.")
return num_tokens_from_messages(messages, model="gpt-3.5-turbo-0301")
elif model == "gpt-4":
print("Warning: gpt-4 may change over time. Returning num tokens assuming gpt-4-0314.")
return num_tokens_from_messages(messages, model="gpt-4-0314")
elif model == "gpt-3.5-turbo-0301":
tokens_per_message = 4 # every message follows <|start|>{role/name}\n{content}<|end|>\n
tokens_per_name = -1 # if there's a name, the role is omitted
elif model == "gpt-4-0314":
tokens_per_message = 3
tokens_per_name = 1
else:
raise NotImplementedError(f"""num_tokens_from_messages() is not implemented for model {model}. See https://github.com/openai/openai-python/blob/main/chatml.md for information on how messages are converted to tokens.""")
num_tokens = 0
for message in messages:
num_tokens += tokens_per_message
for key, value in message.items():
num_tokens += len(encoding.encode(value))
if key == "name":
num_tokens += tokens_per_name
num_tokens += 3 # every reply is primed with <|start|>assistant<|message|>
return num_tokens
| 构造器和说明 |
|---|
TokenUtils() |
| 限定符和类型 | 方法和说明 |
|---|---|
static com.knuddels.jtokkit.api.Encoding |
getEncoding(com.knuddels.jtokkit.api.ModelType modelType)
Returns the encoding that is used for the given model type.
|
static com.knuddels.jtokkit.api.EncodingRegistry |
getRegistry()
Get the
REGISTRY. |
static Long |
tokens(com.knuddels.jtokkit.api.ModelType modelType,
String content)
Encodes the
content into a list of token ids and returns the amount of tokens. |
static Long |
tokens(String model,
List<ChatCompletionMessage> messages)
Encodes the
messages into a list of token ids and returns the amount of tokens. |
static Long |
tokens(String modelTypeName,
String content)
Encodes the
content into a list of token ids and returns the amount of tokens. |
public static com.knuddels.jtokkit.api.EncodingRegistry getRegistry()
REGISTRY.EncodingRegistrypublic static com.knuddels.jtokkit.api.Encoding getEncoding(com.knuddels.jtokkit.api.ModelType modelType)
modelType - ModelTypepublic static Long tokens(com.knuddels.jtokkit.api.ModelType modelType, String content)
content into a list of token ids and returns the amount of tokens.modelType - ModelTypecontent - contentpublic static Long tokens(String modelTypeName, String content)
content into a list of token ids and returns the amount of tokens.modelTypeName - ModelType namecontent - contentpublic static Long tokens(String model, List<ChatCompletionMessage> messages)
messages into a list of token ids and returns the amount of tokens.model - modelmessages - messagesCopyright © 2023. All rights reserved.