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"^1.7.2" tabulate = "^0.9.0" +pydantic = "^2.5.0" [tool.poetry.group.quality] optional = true diff --git a/src/together/__init__.py b/src/together/__init__.py index 9be44f22..fc8b8fbd 100644 --- a/src/together/__init__.py +++ b/src/together/__init__.py @@ -32,7 +32,7 @@ min_samples = 100 -from .complete import Complete +from .complete import Complete, Completion from .embeddings import Embeddings from .error import * from .files import Files @@ -54,6 +54,7 @@ "default_embedding_model", "Models", "Complete", + "Completion", "Files", "Finetune", "Image", diff --git a/src/together/commands/chat.py b/src/together/commands/chat.py index 912e0e0a..6c8eff20 100644 --- a/src/together/commands/chat.py +++ b/src/together/commands/chat.py @@ -114,6 +114,7 @@ def do_say(self, arg: str) -> None: top_k=self.args.top_k, repetition_penalty=self.args.repetition_penalty, ): + assert isinstance(token, str) print(token, end="", flush=True) output += token except together.AuthenticationError: diff --git a/src/together/commands/complete.py b/src/together/commands/complete.py index c8bd147f..909476ef 100644 --- a/src/together/commands/complete.py +++ b/src/together/commands/complete.py @@ -146,6 +146,7 @@ def _run_complete(args: argparse.Namespace) -> None: except together.AuthenticationError: logger.critical(together.MISSING_API_KEY_MESSAGE) exit(0) + assert isinstance(response, dict) no_streamer(args, response) else: try: diff --git a/src/together/complete.py b/src/together/complete.py index cf6ce640..1d765f01 100644 --- a/src/together/complete.py +++ b/src/together/complete.py @@ -1,7 +1,8 @@ import json -from typing import Any, Dict, Iterator, List, Optional +from typing import Any, Dict, Iterator, List, Optional, Union import together +from together.types import TogetherResponse from together.utils import create_post_request, get_logger, sse_client @@ -21,7 +22,9 @@ def create( top_k: Optional[int] = 50, repetition_penalty: Optional[float] = None, logprobs: Optional[int] = None, - ) -> Dict[str, Any]: + api_key: Optional[str] = None, + cast: bool = False, + ) -> Union[Dict[str, Any], TogetherResponse]: if model == "": model = together.default_text_model @@ -39,7 +42,7 @@ def create( # send request response = create_post_request( - url=together.api_base_complete, json=parameter_payload + url=together.api_base_complete, json=parameter_payload, api_key=api_key ) try: @@ -47,6 +50,10 @@ def create( except Exception as e: raise together.JSONError(e, http_status=response.status_code) + + if cast: + return TogetherResponse(**response_json) + return response_json @classmethod @@ -55,13 +62,15 @@ def create_streaming( prompt: str, model: Optional[str] = "", max_tokens: Optional[int] = 128, - stop: Optional[str] = None, + stop: Optional[List[str]] = None, temperature: Optional[float] = 0.7, top_p: Optional[float] = 0.7, top_k: Optional[int] = 50, repetition_penalty: Optional[float] = None, raw: Optional[bool] = False, - ) -> Iterator[str]: + api_key: Optional[str] = None, + cast: Optional[bool] = False, + ) -> Union[Iterator[str], Iterator[TogetherResponse]]: """ Prints streaming responses and returns the completed text. """ @@ -83,19 +92,25 @@ def create_streaming( # send request response = create_post_request( - url=together.api_base_complete, json=parameter_payload, stream=True + url=together.api_base_complete, + json=parameter_payload, + api_key=api_key, + stream=True, ) output = "" client = sse_client(response) for event in client.events(): - if raw: + if cast: + if event.data != "[DONE]": + yield TogetherResponse(**json.loads(event.data)) + elif raw: yield str(event.data) elif event.data != "[DONE]": json_response = dict(json.loads(event.data)) if "error" in json_response.keys(): raise together.ResponseError( - json_response["error"]["error"], + json_response["error"], request_id=json_response["error"]["request_id"], ) elif "choices" in json_response.keys(): @@ -106,3 +121,50 @@ def create_streaming( raise together.ResponseError( f"Unknown error occured. Received unhandled response: {event.data}" ) + + +class Completion: + @classmethod + def create( + self, + prompt: str, + model: Optional[str] = "", + max_tokens: Optional[int] = 128, + stop: Optional[List[str]] = [], + temperature: Optional[float] = 0.7, + top_p: Optional[float] = 0.7, + top_k: Optional[int] = 50, + repetition_penalty: Optional[float] = None, + logprobs: Optional[int] = None, + api_key: Optional[str] = None, + stream: bool = False, + ) -> Union[ + TogetherResponse, Iterator[TogetherResponse], Iterator[str], Dict[str, Any] + ]: + if stream: + return Complete.create_streaming( + prompt=prompt, + model=model, + max_tokens=max_tokens, + stop=stop, + temperature=temperature, + top_p=top_p, + top_k=top_k, + repetition_penalty=repetition_penalty, + api_key=api_key, + cast=True, + ) + else: + return Complete.create( + prompt=prompt, + model=model, + max_tokens=max_tokens, + stop=stop, + temperature=temperature, + top_p=top_p, + top_k=top_k, + repetition_penalty=repetition_penalty, + logprobs=logprobs, + api_key=api_key, + cast=True, + ) diff --git a/src/together/types.py b/src/together/types.py new file mode 100644 index 00000000..261a953e --- /dev/null +++ b/src/together/types.py @@ -0,0 +1,111 @@ +import typing +from enum import Enum +from typing import Any, Dict, List, Optional + +from pydantic import BaseModel + + +# Decoder input tokens +class InputToken(BaseModel): + # Token ID from the model tokenizer + id: int + # Token text + text: str + # Logprob + # Optional since the logprob of the first token cannot be computed + logprob: Optional[float] + + +# Generated tokens +class Token(BaseModel): + # Token ID + id: int + # Logprob + logprob: Optional[float] + # Is the token a special token + # Can be used to ignore tokens when concatenating + special: bool + + +# Generation finish reason +class FinishReason(str, Enum): + # number of generated tokens == `max_new_tokens` + Length = "length" + # the model generated its end of sequence token + EndOfSequenceToken = "eos_token" + # the model generated a text included in `stop_sequences` + StopSequence = "stop_sequence" + + +# Additional sequences when using the `best_of` parameter +class BestOfSequence(BaseModel): + # Generated text + generated_text: str + # Generation finish reason + finish_reason: FinishReason + # Number of generated tokens + generated_tokens: int + # Sampling seed if sampling was activated + seed: Optional[int] + # Decoder input tokens, empty if decoder_input_details is False + prefill: List[InputToken] + # Generated tokens + tokens: List[Token] + + +# `generate` details +class Details(BaseModel): + # Generation finish reason + finish_reason: FinishReason + # Number of generated tokens + generated_tokens: int + # Sampling seed if sampling was activated + seed: Optional[int] + # Decoder input tokens, empty if decoder_input_details is False + prefill: List[InputToken] + # Generated tokens + tokens: List[Token] + # Additional sequences when using the `best_of` parameter + best_of_sequences: Optional[List[BestOfSequence]] + + +# `generate` return value +class Response(BaseModel): + # Generated text + generated_text: str + # Generation details + details: Details + + +class Choice(BaseModel): + # Generated text + text: str + finish_reason: Optional[FinishReason] = None + logprobs: Optional[List[float]] = None + + +# `generate_stream` details +class StreamDetails(BaseModel): + # Number of generated tokens + generated_tokens: int + # Sampling seed if sampling was activated + seed: Optional[int] + + +# `generate_stream` return value +class TogetherResponse(BaseModel): + choices: Optional[List[Choice]] = None + id: Optional[str] = None + token: Optional[Token] = None + error: Optional[str] = None + error_type: Optional[str] = None + generated_text: Optional[str] = None + # Generation details + # Only available when the generation is finished + details: Optional[StreamDetails] = None + + def __init__(self, **kwargs: Optional[Dict[str, Any]]) -> None: + if kwargs.get("output"): + kwargs["choices"] = typing.cast(Dict[str, Any], kwargs["output"])["choices"] + kwargs["details"] = kwargs.get("details") + super().__init__(**kwargs) diff --git a/src/together/utils.py b/src/together/utils.py index 5f96004f..bc667b13 100644 --- a/src/together/utils.py +++ b/src/together/utils.py @@ -81,13 +81,14 @@ def create_post_request( json: Optional[Dict[Any, Any]] = None, stream: Optional[bool] = False, check_auth: Optional[bool] = True, + api_key: Optional[str] = None, ) -> requests.Response: - if check_auth: + if check_auth and api_key is None: verify_api_key() if not headers: headers = { - "Authorization": f"Bearer {together.api_key}", + "Authorization": f"Bearer {api_key or together.api_key}", "Content-Type": "application/json", "User-Agent": together.user_agent, }