From ea95e13d54ff69334f08d449f2a028bd6b7c689e Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Mon, 25 Sep 2023 01:07:30 +0200 Subject: [PATCH 01/14] Add strategy llm --- app/config.py | 29 +- app/llms/__init__.py | 0 app/llms/strategy_llm.py | 175 +++++ app/routes/messages.py | 10 +- app/services/guidance_wrapper.py | 15 +- application.example.yml | 3 + application.test.yml | 3 + poetry.lock | 966 ++++++++++++------------ pyproject.toml | 8 +- tests/routes/health_test.py | 24 +- tests/routes/messages_test.py | 14 +- tests/services/guidance_wrapper_test.py | 12 +- 12 files changed, 757 insertions(+), 502 deletions(-) create mode 100644 app/llms/__init__.py create mode 100644 app/llms/strategy_llm.py diff --git a/app/config.py b/app/config.py index 82271dd7..ac1880a8 100644 --- a/app/config.py +++ b/app/config.py @@ -1,14 +1,39 @@ import os from pyaml_env import parse_config -from pydantic import BaseModel +from pydantic import BaseModel, validator + + +class LLMModelSpecs(BaseModel): + context_length: int class LLMModelConfig(BaseModel): + type: str name: str description: str + + +class OpenAIConfig(LLMModelConfig): + spec: LLMModelSpecs llm_credentials: dict + @validator("type") + def check_type(cls, v): + if v != "openai": + raise ValueError("Invalid type:" + v + " != openai") + return v + + +class StrategyLLMConfig(LLMModelConfig): + llms: list[str] + + @validator("type") + def check_type(cls, v): + if v != "strategy": + raise ValueError("Invalid type:" + v + " != strategy") + return v + class APIKeyConfig(BaseModel): token: str @@ -27,7 +52,7 @@ class CacheParams(BaseModel): class Settings(BaseModel): class PyrisSettings(BaseModel): api_keys: list[APIKeyConfig] - llms: dict[str, LLMModelConfig] + llms: dict[str, OpenAIConfig | StrategyLLMConfig] cache: CacheSettings pyris: PyrisSettings diff --git a/app/llms/__init__.py b/app/llms/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py new file mode 100644 index 00000000..d12ab456 --- /dev/null +++ b/app/llms/strategy_llm.py @@ -0,0 +1,175 @@ +import logging +from typing import Dict, Any + +from guidance.llms import LLM, OpenAI, LLMSession + +from app.config import settings, OpenAIConfig +from app.services.cache import cache_store +from app.services.circuit_breaker import CircuitBreaker + +log = logging.getLogger(__name__) +log.setLevel(logging.INFO) + + +class StrategyLLM(LLM): + llm_keys: list[str] + llm_configs: dict[str, OpenAIConfig] + llm_sessions: dict[str, LLMSession] + + def __init__(self, llm_keys: list[str]): + super().__init__() + if llm_keys.__len__() == 0: + raise ValueError("No LLMs configured") + self.llm_keys = [ + llm_keys + for llm_keys in llm_keys + if llm_keys in settings.pyris.llms + and isinstance(settings.pyris.llms[llm_keys], OpenAIConfig) + ] + self.llm_configs = { + llm_key: settings.pyris.llms[llm_key] for llm_key in self.llm_keys + } + self.llm_instances = { + llm_key: OpenAI(**llm_config.llm_credentials) + for llm_key, llm_config in self.llm_configs.items() + } + self.llm_sessions = {} + + def first_llm(self): + return self.llm_instances[self.llm_keys[0]] + + def extract_function_call(self, text): + return self.first_llm().extract_function_call(text) + + def __call__(self, *args, asynchronous=False, **kwargs): + return self.first_llm()(*args, asynchronous=asynchronous, **kwargs) + + def __getitem__(self, key): + return self.first_llm()[key] + + def session(self, asynchronous=False): + return StrategyLLMSession(self) + + def encode(self, string, **kwargs): + return self.first_llm().encode(string) + + def decode(self, tokens, **kwargs): + return self.first_llm().decode(tokens) + + def id_to_token(self, id): + return self.first_llm().id_to_token(id) + + def token_to_id(self, token): + return self.first_llm().token_to_id(token) + + def role_start(self, role_name, **kwargs): + return self.first_llm().role_start(role_name, **kwargs) + + def role_end(self, role=None): + return self.first_llm().role_end(role) + + def end_of_text(self): + return self.first_llm().end_of_text() + + +class StrategyLLMSession(LLMSession): + llm: StrategyLLM + current_session_key: str + current_session: LLMSession + + def __init__(self, llm: StrategyLLM): + super().__init__(llm) + self.llm = llm + + def get_total_context_length( + self, prompt: str, llm_key: str, max_tokens: int + ): + prompt_token_length = ( + self.llm.llm_instances[llm_key].encode(prompt).__len__() + ) + return prompt_token_length + max_tokens + + def get_llms_with_context_length( + self, prompt: str, max_tokens: int + ) -> [str]: + return [ + llm_key + for llm_key in self.llm.llm_keys + if self.llm.llm_configs[llm_key].spec.context_length + >= self.get_total_context_length(prompt, llm_key, max_tokens) + ] + + def get_available_llms(self, llms: [str]) -> [str]: + return [ + llm_key + for llm_key in llms + if cache_store.get(llm_key + ":status") != "OPEN" + ] + + def set_correct_session( + self, prompt: str, max_tokens: int, exclude_llms=None + ): + if exclude_llms is None: + exclude_llms = [] + viable_llms = self.get_llms_with_context_length(prompt, max_tokens) + viable_llms = self.get_available_llms(viable_llms) + viable_llms = [ + llm_key for llm_key in viable_llms if llm_key not in exclude_llms + ] + + if viable_llms.__len__() == 0: + log.error( + "No viable LLMs found! Using LLM with longest context length." + ) + llm_configs = self.llm.llm_configs + selected_llm = max( + llm_configs, + key=lambda llm_key: llm_configs[llm_key].spec.context_length, + ) + else: + selected_llm = viable_llms[0] + log.info("Selected LLM: " + selected_llm) + + self.current_session_key = selected_llm + if selected_llm in self.llm.llm_sessions: + self.current_session = self.llm.llm_sessions[selected_llm] + else: + self.current_session = self.llm.llm_instances[ + selected_llm + ].session(asynchronous=True) + self.llm.llm_sessions[selected_llm] = self.current_session + + async def __call__(self, *args, **kwargs): + prompt = args[0] + max_tokens = kwargs["max_tokens"] + self.set_correct_session(prompt, max_tokens) + + def call(): + return self.current_session(*args, **kwargs) + + exclude_llms = [] + + try: + response = await CircuitBreaker.protected_call( + func=call, cache_key=self.current_session_key + ) + except Exception as e: + log.error( + f"Exception {e} while making request! " + f"Trying again with a different LLM." + ) + exclude_llms.append(self.current_session_key) + self.set_correct_session(prompt, max_tokens, exclude_llms) + response = await CircuitBreaker.protected_call( + func=call, cache_key=self.current_session_key + ) + return response + + def __exit__(self, exc_type, exc_value, traceback): + return self.current_session.__exit__(exc_type, exc_value, traceback) + + def _gen_key(self, args_dict): + return self.current_session._gen_key(args_dict) + + def _cache_params(self, args_dict) -> Dict[str, Any]: + return self.current_session._cache_params(args_dict) diff --git a/app/routes/messages.py b/app/routes/messages.py index aae6279b..ee8e98d5 100644 --- a/app/routes/messages.py +++ b/app/routes/messages.py @@ -1,6 +1,7 @@ from datetime import datetime, timezone from fastapi import APIRouter, Depends +from guidance._program_executor import SyntaxException from parsimonious.exceptions import IncompleteParseError from app.core.custom_exceptions import ( @@ -37,11 +38,16 @@ def send_message(body: SendMessageRequest) -> SendMessageResponse: content = CircuitBreaker.protected_call( func=guidance.query, cache_key=body.preferred_model, - accepted_exceptions=(KeyError, SyntaxError, IncompleteParseError), + accepted_exceptions=( + KeyError, + SyntaxError, + SyntaxException, + IncompleteParseError, + ), ) except KeyError as e: raise MissingParameterException(str(e)) - except (SyntaxError, IncompleteParseError) as e: + except (SyntaxError, SyntaxException, IncompleteParseError) as e: raise InvalidTemplateException(str(e)) except Exception as e: raise InternalServerException(str(e)) diff --git a/app/services/guidance_wrapper.py b/app/services/guidance_wrapper.py index c990f47c..803387d3 100644 --- a/app/services/guidance_wrapper.py +++ b/app/services/guidance_wrapper.py @@ -1,8 +1,11 @@ +from typing import cast + import guidance -from app.config import LLMModelConfig +from app.config import LLMModelConfig, OpenAIConfig, StrategyLLMConfig from app.models.dtos import Content, ContentType from app.services.guidance_functions import truncate +from app.llms.strategy_llm import StrategyLLM class GuidanceWrapper: @@ -69,5 +72,11 @@ def is_up(self) -> bool: return content == "1" def _get_llm(self): - llm_credentials = self.model.llm_credentials - return guidance.llms.OpenAI(**llm_credentials) + if isinstance(self.model, OpenAIConfig): + return guidance.llms.OpenAI( + **cast(OpenAIConfig, self.model).llm_credentials + ) + elif isinstance(self.model, StrategyLLMConfig): + return StrategyLLM(cast(StrategyLLMConfig, self.model).llms) + else: + raise ValueError("Invalid model type: " + str(type(self.model))) diff --git a/application.example.yml b/application.example.yml index 05dca1d5..dee65a73 100644 --- a/application.example.yml +++ b/application.example.yml @@ -11,8 +11,11 @@ pyris: llms: DUMMY: + type: "openai" name: "Dummy model" description: "Dummy model for testing" + spec: + context_length: 100 llm_credentials: api_base: "" api_type: "" diff --git a/application.test.yml b/application.test.yml index 05dca1d5..dee65a73 100644 --- a/application.test.yml +++ b/application.test.yml @@ -11,8 +11,11 @@ pyris: llms: DUMMY: + type: "openai" name: "Dummy model" description: "Dummy model for testing" + spec: + context_length: 100 llm_credentials: api_base: "" api_type: "" diff --git a/poetry.lock b/poetry.lock index bbecd5c1..3de959ee 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,99 +1,99 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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+fastapi = "^0.103.1" +uvicorn = "^0.23.2" +httpx = "^0.25.0" orjson = "^3.9.1" pydantic = "^1.10.9" pytest-env = "^0.8.2" @@ -23,7 +23,7 @@ guidance = "0.0.64" black = "^23.3.0" flake8 = "^6.0.0" pyaml-env = "^1.2.1" -gunicorn = "^20.1.0" +gunicorn = "^21.2.0" hazelcast-python-client = "^5.3.0" parsimonious = "^0.10.0" diff --git a/tests/routes/health_test.py b/tests/routes/health_test.py index ce6fd725..526e5a5c 100644 --- a/tests/routes/health_test.py +++ b/tests/routes/health_test.py @@ -4,14 +4,26 @@ @pytest.fixture(scope="function") def model_configs(): - llm_model_config1 = config.LLMModelConfig( - name="test1", description="test", llm_credentials={} + llm_model_config1 = config.OpenAIConfig( + type="openai", + name="test1", + description="test", + spec={"context_length": 100}, + llm_credentials={}, ) - llm_model_config2 = config.LLMModelConfig( - name="test2", description="test", llm_credentials={} + llm_model_config2 = config.OpenAIConfig( + type="openai", + name="test2", + description="test", + spec={"context_length": 100}, + llm_credentials={}, ) - llm_model_config3 = config.LLMModelConfig( - name="test3", description="test", llm_credentials={} + llm_model_config3 = config.OpenAIConfig( + type="openai", + name="test3", + description="test", + spec={"context_length": 100}, + llm_credentials={}, ) config.settings.pyris.llms = { "GPT35_TURBO": llm_model_config1, diff --git a/tests/routes/messages_test.py b/tests/routes/messages_test.py index 18b2e8eb..e0f09786 100644 --- a/tests/routes/messages_test.py +++ b/tests/routes/messages_test.py @@ -7,12 +7,20 @@ @pytest.fixture(scope="function") def model_configs(): - llm_model_config = config.LLMModelConfig( - name="test", description="test", llm_credentials={} + llm_model_config = config.OpenAIConfig( + type="openai", + name="test", + description="test", + spec={"context_length": 100}, + llm_credentials={}, ) config.settings.pyris.llms = {"GPT35_TURBO": llm_model_config} api_key_config = config.APIKeyConfig( - token="secret", comment="test", llm_access=["GPT35_TURBO"] + type="openai", + token="secret", + comment="test", + spec={"context_length": 100}, + llm_access=["GPT35_TURBO"], ) config.settings.pyris.api_keys = [api_key_config] diff --git a/tests/services/guidance_wrapper_test.py b/tests/services/guidance_wrapper_test.py index 526d8e52..502da4ba 100644 --- a/tests/services/guidance_wrapper_test.py +++ b/tests/services/guidance_wrapper_test.py @@ -3,10 +3,14 @@ from app.models.dtos import Content, ContentType from app.services.guidance_wrapper import GuidanceWrapper -from app.config import LLMModelConfig - -llm_model_config = LLMModelConfig( - name="test", description="test", llm_credentials={} +from app.config import OpenAIConfig + +llm_model_config = OpenAIConfig( + type="openai", + name="test", + description="test", + spec={"context_length": 100}, + llm_credentials={}, ) From 6b2fdeea9acc27dd8e3c53ba5658bc500847729d Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Mon, 25 Sep 2023 16:08:45 +0200 Subject: [PATCH 02/14] Improve error handling --- app/llms/strategy_llm.py | 34 +++++++++++----------- app/services/circuit_breaker.py | 50 +++++++++++++++++++++++++++++---- 2 files changed, 62 insertions(+), 22 deletions(-) diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index d12ab456..f57a7603 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -121,7 +121,11 @@ def set_correct_session( log.error( "No viable LLMs found! Using LLM with longest context length." ) - llm_configs = self.llm.llm_configs + llm_configs = { + llm_key: config for llm_key, config in self.llm.llm_configs.items() if llm_key not in exclude_llms + } + if llm_configs.__len__() == 0: + raise ValueError("All LLMs are excluded!") selected_llm = max( llm_configs, key=lambda llm_key: llm_configs[llm_key].spec.context_length, @@ -149,21 +153,19 @@ def call(): exclude_llms = [] - try: - response = await CircuitBreaker.protected_call( - func=call, cache_key=self.current_session_key - ) - except Exception as e: - log.error( - f"Exception {e} while making request! " - f"Trying again with a different LLM." - ) - exclude_llms.append(self.current_session_key) - self.set_correct_session(prompt, max_tokens, exclude_llms) - response = await CircuitBreaker.protected_call( - func=call, cache_key=self.current_session_key - ) - return response + while True: + try: + response = await CircuitBreaker.protected_call_async( + func=call, cache_key=self.current_session_key + ) + return response + except Exception as e: + log.error( + f"Exception '{e}' while making request! " + f"Trying again with a different LLM." + ) + exclude_llms.append(self.current_session_key) + self.set_correct_session(prompt, max_tokens, exclude_llms) def __exit__(self, exc_type, exc_value, traceback): return self.current_session.__exit__(exc_type, exc_value, traceback) diff --git a/app/services/circuit_breaker.py b/app/services/circuit_breaker.py index 2cd1fa1d..81ff5ba1 100644 --- a/app/services/circuit_breaker.py +++ b/app/services/circuit_breaker.py @@ -48,14 +48,52 @@ def protected_call( except accepted_exceptions as e: raise e except Exception as e: - num_failures = cache_store.incr(num_failures_key) - cache_store.expire(num_failures_key, cls.OPEN_TTL_SECONDS) - if num_failures >= cls.MAX_FAILURES: - cache_store.set( - status_key, cls.Status.OPEN, ex=cls.OPEN_TTL_SECONDS - ) + cls.handle_exception(e, num_failures_key, status_key) + @classmethod + async def protected_call_async( + cls, func, cache_key: str, accepted_exceptions: tuple = () + ): + """Wrap function call to avoid too many failures in a row. Async version. + + Params: + func: function to be called + cache_key: key to be used in the cache store + accepted_exceptions: exceptions that are not considered failures + + Raises: + ValueError: if within the last OPEN_TTL_SECONDS seconds, + the function throws an exception for the MAX_FAILURES-th time. + """ + + num_failures_key = f"{cache_key}:num_failures" + status_key = f"{cache_key}:status" + + status = cache_store.get(status_key) + if status == cls.Status.OPEN: + raise ValueError("Too many failures! Please try again later.") + + try: + response = await func() + cache_store.set( + status_key, cls.Status.CLOSED, ex=cls.CLOSED_TTL_SECONDS + ) + return response + except accepted_exceptions as e: + log.error("Accepted error in protected_call for " + cache_key) raise e + except Exception as e: + cls.handle_exception(e, num_failures_key, status_key) + + @classmethod + def handle_exception(cls, e, num_failures_key, status_key): + num_failures = cache_store.incr(num_failures_key) + cache_store.expire(num_failures_key, cls.OPEN_TTL_SECONDS) + if num_failures >= cls.MAX_FAILURES: + cache_store.set( + status_key, cls.Status.OPEN, ex=cls.OPEN_TTL_SECONDS + ) + raise e @classmethod def get_status(cls, checkhealth_func, cache_key: str): From fd72d01edb89ba418f267c5ebce5a8eff8af0fab Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Mon, 25 Sep 2023 16:15:25 +0200 Subject: [PATCH 03/14] Fix style --- app/llms/strategy_llm.py | 4 +++- app/services/circuit_breaker.py | 3 ++- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index f57a7603..cb711675 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -122,7 +122,9 @@ def set_correct_session( "No viable LLMs found! Using LLM with longest context length." ) llm_configs = { - llm_key: config for llm_key, config in self.llm.llm_configs.items() if llm_key not in exclude_llms + llm_key: config + for llm_key, config in self.llm.llm_configs.items() + if llm_key not in exclude_llms } if llm_configs.__len__() == 0: raise ValueError("All LLMs are excluded!") diff --git a/app/services/circuit_breaker.py b/app/services/circuit_breaker.py index 81ff5ba1..077db14f 100644 --- a/app/services/circuit_breaker.py +++ b/app/services/circuit_breaker.py @@ -54,7 +54,8 @@ def protected_call( async def protected_call_async( cls, func, cache_key: str, accepted_exceptions: tuple = () ): - """Wrap function call to avoid too many failures in a row. Async version. + """Wrap function call to avoid too many failures in a row. + Async version. Params: func: function to be called From 769509e4fca551b7776944a6c7c6ce20bf5e91fa Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Mon, 25 Sep 2023 16:20:08 +0200 Subject: [PATCH 04/14] Add extra logging for more clarity --- app/llms/strategy_llm.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index cb711675..f2e20639 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -148,6 +148,8 @@ def set_correct_session( async def __call__(self, *args, **kwargs): prompt = args[0] max_tokens = kwargs["max_tokens"] + log.info(f"Trying to make request using strategy " + f"llm with llms [{self.llm.llm_keys}]") self.set_correct_session(prompt, max_tokens) def call(): From 9f18ee42e0dae302907a657828dbe1f9cec3f366 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Mon, 25 Sep 2023 16:22:02 +0200 Subject: [PATCH 05/14] Fix style --- app/llms/strategy_llm.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index f2e20639..87e87384 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -148,8 +148,10 @@ def set_correct_session( async def __call__(self, *args, **kwargs): prompt = args[0] max_tokens = kwargs["max_tokens"] - log.info(f"Trying to make request using strategy " - f"llm with llms [{self.llm.llm_keys}]") + log.info( + f"Trying to make request using strategy " + f"llm with llms [{self.llm.llm_keys}]" + ) self.set_correct_session(prompt, max_tokens) def call(): From e074aace63f38bea326b373db2e8e54ff3264160 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 01:26:14 +0200 Subject: [PATCH 06/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 23ca4b37..0a18d26c 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "-w", "8", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "32", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From 5266684a8af6271acf5c3202ba90d842675451ec Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 01:48:30 +0200 Subject: [PATCH 07/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 0a18d26c..806f47fb 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "32", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "16", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From 2115a4cbfc3398597edd8d4550e736c659f22482 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 02:01:54 +0200 Subject: [PATCH 08/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 806f47fb..a39008d8 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "16", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "8", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From 5bdb084b0e4f2445fdcca7ff424ff0781f223db9 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 02:10:45 +0200 Subject: [PATCH 09/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index a39008d8..09ccf3c4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "8", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "4", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From eb77b46cca455e60047264219af2544f29cde250 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 02:23:56 +0200 Subject: [PATCH 10/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 09ccf3c4..6487302a 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "4", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "2", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From 3cb08865b841caf90856777b4d649c6fc20c1419 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 02:35:03 +0200 Subject: [PATCH 11/14] Improve Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 6487302a..b4592f15 100644 --- a/Dockerfile +++ b/Dockerfile @@ -7,4 +7,4 @@ RUN poetry install COPY app /app/app EXPOSE 8000 -CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "4", "--threads", "2", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] +CMD ["poetry", "run", "gunicorn", "app.main:app", "--workers", "8", "--threads", "8", "-k", "uvicorn.workers.UvicornWorker", "-b", "0.0.0.0:8000"] From a54b90eaddf82c22162250d86e1e9f000b25e19a Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 16:27:02 +0200 Subject: [PATCH 12/14] Some small performance tuning --- app/config.py | 24 +++++++++++++++++- app/llms/strategy_llm.py | 43 ++++++++++++-------------------- app/services/guidance_wrapper.py | 14 ++--------- 3 files changed, 41 insertions(+), 40 deletions(-) diff --git a/app/config.py b/app/config.py index ac1880a8..c40c5781 100644 --- a/app/config.py +++ b/app/config.py @@ -1,7 +1,8 @@ import os +from guidance.llms import OpenAI from pyaml_env import parse_config -from pydantic import BaseModel, validator +from pydantic import BaseModel, validator, Field, typing class LLMModelSpecs(BaseModel): @@ -13,10 +14,14 @@ class LLMModelConfig(BaseModel): name: str description: str + def get_instance(cls): + raise NotImplementedError() + class OpenAIConfig(LLMModelConfig): spec: LLMModelSpecs llm_credentials: dict + instance: typing.Any = Field(repr=False) @validator("type") def check_type(cls, v): @@ -24,9 +29,16 @@ def check_type(cls, v): raise ValueError("Invalid type:" + v + " != openai") return v + def get_instance(cls): + if cls.instance is not None: + return cls.instance + cls.instance = OpenAI(**cls.llm_credentials) + return cls.instance + class StrategyLLMConfig(LLMModelConfig): llms: list[str] + instance: typing.Any = Field(repr=False) @validator("type") def check_type(cls, v): @@ -34,6 +46,14 @@ def check_type(cls, v): raise ValueError("Invalid type:" + v + " != strategy") return v + def get_instance(cls): + if cls.instance is not None: + return cls.instance + # Local import needed to avoid circular dependency + from app.llms.strategy_llm import StrategyLLM + cls.instance = StrategyLLM(cls.llms) + return cls.instance + class APIKeyConfig(BaseModel): token: str @@ -69,3 +89,5 @@ def get_settings(cls): settings = Settings.get_settings() +for value in enumerate(settings.pyris.llms.values()): + value[1].get_instance() diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index 87e87384..35c25e4e 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -1,7 +1,7 @@ import logging from typing import Dict, Any -from guidance.llms import LLM, OpenAI, LLMSession +from guidance.llms import LLM, LLMSession from app.config import settings, OpenAIConfig from app.services.cache import cache_store @@ -30,7 +30,7 @@ def __init__(self, llm_keys: list[str]): llm_key: settings.pyris.llms[llm_key] for llm_key in self.llm_keys } self.llm_instances = { - llm_key: OpenAI(**llm_config.llm_credentials) + llm_key: llm_config.get_instance() for llm_key, llm_config in self.llm_configs.items() } self.llm_sessions = {} @@ -89,35 +89,25 @@ def get_total_context_length( ) return prompt_token_length + max_tokens - def get_llms_with_context_length( - self, prompt: str, max_tokens: int - ) -> [str]: - return [ - llm_key - for llm_key in self.llm.llm_keys - if self.llm.llm_configs[llm_key].spec.context_length - >= self.get_total_context_length(prompt, llm_key, max_tokens) - ] - - def get_available_llms(self, llms: [str]) -> [str]: - return [ - llm_key - for llm_key in llms - if cache_store.get(llm_key + ":status") != "OPEN" - ] - def set_correct_session( self, prompt: str, max_tokens: int, exclude_llms=None ): if exclude_llms is None: exclude_llms = [] - viable_llms = self.get_llms_with_context_length(prompt, max_tokens) - viable_llms = self.get_available_llms(viable_llms) - viable_llms = [ - llm_key for llm_key in viable_llms if llm_key not in exclude_llms - ] - if viable_llms.__len__() == 0: + selected_llm = None + + for llm_key in self.llm.llm_keys: + if (llm_key not in exclude_llms + and cache_store.get(llm_key + ":status") != "OPEN" + and self.llm.llm_configs[llm_key].spec.context_length + >= self.get_total_context_length(prompt, + llm_key, + max_tokens)): + selected_llm = llm_key + break + + if selected_llm is None: log.error( "No viable LLMs found! Using LLM with longest context length." ) @@ -132,8 +122,7 @@ def set_correct_session( llm_configs, key=lambda llm_key: llm_configs[llm_key].spec.context_length, ) - else: - selected_llm = viable_llms[0] + log.info("Selected LLM: " + selected_llm) self.current_session_key = selected_llm diff --git a/app/services/guidance_wrapper.py b/app/services/guidance_wrapper.py index 803387d3..34b88802 100644 --- a/app/services/guidance_wrapper.py +++ b/app/services/guidance_wrapper.py @@ -1,11 +1,8 @@ -from typing import cast - import guidance -from app.config import LLMModelConfig, OpenAIConfig, StrategyLLMConfig +from app.config import LLMModelConfig from app.models.dtos import Content, ContentType from app.services.guidance_functions import truncate -from app.llms.strategy_llm import StrategyLLM class GuidanceWrapper: @@ -72,11 +69,4 @@ def is_up(self) -> bool: return content == "1" def _get_llm(self): - if isinstance(self.model, OpenAIConfig): - return guidance.llms.OpenAI( - **cast(OpenAIConfig, self.model).llm_credentials - ) - elif isinstance(self.model, StrategyLLMConfig): - return StrategyLLM(cast(StrategyLLMConfig, self.model).llms) - else: - raise ValueError("Invalid model type: " + str(type(self.model))) + return self.model.get_instance() From 08ffb9b8fcc72f37442a32f39effab40fbc55ab2 Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 16:33:46 +0200 Subject: [PATCH 13/14] Fix style --- app/config.py | 3 +++ app/llms/strategy_llm.py | 10 +++++----- 2 files changed, 8 insertions(+), 5 deletions(-) diff --git a/app/config.py b/app/config.py index c40c5781..63a2414a 100644 --- a/app/config.py +++ b/app/config.py @@ -51,6 +51,7 @@ def get_instance(cls): return cls.instance # Local import needed to avoid circular dependency from app.llms.strategy_llm import StrategyLLM + cls.instance = StrategyLLM(cls.llms) return cls.instance @@ -89,5 +90,7 @@ def get_settings(cls): settings = Settings.get_settings() + +# Init instance, so it is faster during requests for value in enumerate(settings.pyris.llms.values()): value[1].get_instance() diff --git a/app/llms/strategy_llm.py b/app/llms/strategy_llm.py index 35c25e4e..0f6c2fed 100644 --- a/app/llms/strategy_llm.py +++ b/app/llms/strategy_llm.py @@ -98,12 +98,12 @@ def set_correct_session( selected_llm = None for llm_key in self.llm.llm_keys: - if (llm_key not in exclude_llms + if ( + llm_key not in exclude_llms and cache_store.get(llm_key + ":status") != "OPEN" and self.llm.llm_configs[llm_key].spec.context_length - >= self.get_total_context_length(prompt, - llm_key, - max_tokens)): + >= self.get_total_context_length(prompt, llm_key, max_tokens) + ): selected_llm = llm_key break @@ -122,7 +122,7 @@ def set_correct_session( llm_configs, key=lambda llm_key: llm_configs[llm_key].spec.context_length, ) - + log.info("Selected LLM: " + selected_llm) self.current_session_key = selected_llm From 2a1ff18683df2fecf37313e766b74e86444841ee Mon Sep 17 00:00:00 2001 From: Timor Morrien Date: Tue, 26 Sep 2023 16:50:18 +0200 Subject: [PATCH 14/14] Fix tests --- application.test.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/application.test.yml b/application.test.yml index dee65a73..09983d7b 100644 --- a/application.test.yml +++ b/application.test.yml @@ -21,5 +21,5 @@ pyris: api_type: "" api_version: "" deployment_id: "" - model: "" + model: "gpt-3.5-turbo" token: ""