From 7b64c03d58d48fa9b5a335719f95e1fa8fa6c7b3 Mon Sep 17 00:00:00 2001 From: FangYin Cheng Date: Thu, 14 Sep 2023 11:32:29 +0800 Subject: [PATCH 1/2] feat(model): support InternLM --- pilot/componet.py | 20 +++++++++++++++++--- pilot/configs/model_config.py | 3 +++ pilot/model/adapter.py | 24 ++++++++++++++++++++++++ pilot/model/conversation.py | 19 +++++++++++++++++++ pilot/server/chat_adapter.py | 11 +++++++++++ 5 files changed, 74 insertions(+), 3 deletions(-) diff --git a/pilot/componet.py b/pilot/componet.py index 705eb1193..d88ad384f 100644 --- a/pilot/componet.py +++ b/pilot/componet.py @@ -1,7 +1,8 @@ from __future__ import annotations from abc import ABC, abstractmethod -from typing import Type, Dict, TypeVar, Optional, TYPE_CHECKING +from typing import Type, Dict, TypeVar, Optional, Union, TYPE_CHECKING +from enum import Enum import asyncio # Checking for type hints during runtime @@ -37,6 +38,10 @@ async def async_before_stop(self): pass +class ComponetType(str, Enum): + WORKER_MANAGER = "dbgpt_worker_manager" + + class BaseComponet(LifeCycle, ABC): """Abstract Base Component class. All custom components should extend this.""" @@ -80,11 +85,20 @@ def register(self, componet: Type[BaseComponet], *args, **kwargs): def register_instance(self, instance: T): """Register an already initialized component.""" - self.componets[instance.name] = instance + name = instance.name + if isinstance(name, ComponetType): + name = name.value + if name in self.componets: + raise RuntimeError( + f"Componse name {name} already exists: {self.componets[name]}" + ) + self.componets[name] = instance instance.init_app(self) - def get_componet(self, name: str, componet_type: Type[T]) -> T: + def get_componet(self, name: Union[str, ComponetType], componet_type: Type[T]) -> T: """Retrieve a registered component by its name and type.""" + if isinstance(name, ComponetType): + name = name.value component = self.componets.get(name) if not component: raise ValueError(f"No component found with name {name}") diff --git a/pilot/configs/model_config.py b/pilot/configs/model_config.py index b4632003e..e80f9c8e8 100644 --- a/pilot/configs/model_config.py +++ b/pilot/configs/model_config.py @@ -69,6 +69,9 @@ def get_device() -> str: # (Llama2 based) We only support WizardLM-13B-V1.2 for now, which is trained from Llama-2 13b, see https://huggingface.co/WizardLM/WizardLM-13B-V1.2 "wizardlm-13b": os.path.join(MODEL_PATH, "WizardLM-13B-V1.2"), "llama-cpp": os.path.join(MODEL_PATH, "ggml-model-q4_0.bin"), + # https://huggingface.co/internlm/internlm-chat-7b-v1_1, 7b vs 7b-v1.1: https://github.com/InternLM/InternLM/issues/288 + "internlm-7b": os.path.join(MODEL_PATH, "internlm-chat-7b-v1_1"), + "internlm-7b-8k": os.path.join(MODEL_PATH, "internlm-chat-7b-8k"), } EMBEDDING_MODEL_CONFIG = { diff --git a/pilot/model/adapter.py b/pilot/model/adapter.py index 0b93faa40..8fe4a9057 100644 --- a/pilot/model/adapter.py +++ b/pilot/model/adapter.py @@ -411,6 +411,29 @@ def loader(self, model_path: str, from_pretrained_kwargs: dict): return model, tokenizer +class InternLMAdapter(BaseLLMAdaper): + """The model adapter for internlm/internlm-chat-7b""" + + def match(self, model_path: str): + return "internlm" in model_path.lower() + + def loader(self, model_path: str, from_pretrained_kwargs: dict): + revision = from_pretrained_kwargs.get("revision", "main") + model = AutoModelForCausalLM.from_pretrained( + model_path, + low_cpu_mem_usage=True, + trust_remote_code=True, + **from_pretrained_kwargs, + ) + model = model.eval() + if "8k" in model_path.lower(): + model.config.max_sequence_length = 8192 + tokenizer = AutoTokenizer.from_pretrained( + model_path, use_fast=False, trust_remote_code=True, revision=revision + ) + return model, tokenizer + + register_llm_model_adapters(VicunaLLMAdapater) register_llm_model_adapters(ChatGLMAdapater) register_llm_model_adapters(GuanacoAdapter) @@ -421,6 +444,7 @@ def loader(self, model_path: str, from_pretrained_kwargs: dict): register_llm_model_adapters(BaichuanAdapter) register_llm_model_adapters(WizardLMAdapter) register_llm_model_adapters(LlamaCppAdapater) +register_llm_model_adapters(InternLMAdapter) # TODO Default support vicuna, other model need to tests and Evaluate # just for test_py, remove this later diff --git a/pilot/model/conversation.py b/pilot/model/conversation.py index f3b85842f..c8cb2a74b 100644 --- a/pilot/model/conversation.py +++ b/pilot/model/conversation.py @@ -2,6 +2,8 @@ Fork from fastchat: https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py Conversation prompt templates. + +TODO Using fastchat core package """ import dataclasses @@ -366,4 +368,21 @@ def get_conv_template(name: str) -> Conversation: ) ) +# Internlm-chat template +register_conv_template( + Conversation( + name="internlm-chat", + system="A chat between a curious <|User|> and an <|Bot|>. The <|Bot|> gives helpful, detailed, and polite answers to the <|User|>'s questions.\n\n", + roles=("<|User|>", "<|Bot|>"), + messages=(), + offset=0, + sep_style=SeparatorStyle.CHATINTERN, + sep="", + sep2="", + stop_token_ids=[1, 103028], + stop_str="", + ) +) + + # TODO Support other model conversation template diff --git a/pilot/server/chat_adapter.py b/pilot/server/chat_adapter.py index 466a96c0f..80f22effe 100644 --- a/pilot/server/chat_adapter.py +++ b/pilot/server/chat_adapter.py @@ -247,6 +247,16 @@ def get_generate_stream_func(self, model_path: str): return generate_stream +class InternLMChatAdapter(BaseChatAdpter): + """The model adapter for internlm/internlm-chat-7b""" + + def match(self, model_path: str): + return "internlm" in model_path.lower() + + def get_conv_template(self, model_path: str) -> Conversation: + return get_conv_template("internlm-chat") + + register_llm_model_chat_adapter(VicunaChatAdapter) register_llm_model_chat_adapter(ChatGLMChatAdapter) register_llm_model_chat_adapter(GuanacoChatAdapter) @@ -257,6 +267,7 @@ def get_generate_stream_func(self, model_path: str): register_llm_model_chat_adapter(BaichuanChatAdapter) register_llm_model_chat_adapter(WizardLMChatAdapter) register_llm_model_chat_adapter(LlamaCppChatAdapter) +register_llm_model_chat_adapter(InternLMChatAdapter) # Proxy model for test and develop, it's cheap for us now. register_llm_model_chat_adapter(ProxyllmChatAdapter) From f304f9709dba471838863a613eb127fcce63ca71 Mon Sep 17 00:00:00 2001 From: FangYin Cheng Date: Thu, 14 Sep 2023 12:36:18 +0800 Subject: [PATCH 2/2] fix(model): Fix the bug that the webserver cannot return model instances --- assets/wechat.jpg | Bin 261899 -> 144046 bytes pilot/componet.py | 5 ++++ pilot/model/cluster/controller/controller.py | 16 +++++++++---- pilot/openapi/api_v1/api_v1.py | 24 +++++++++---------- pilot/server/componet_configs.py | 2 ++ 5 files changed, 29 insertions(+), 18 deletions(-) diff --git a/assets/wechat.jpg b/assets/wechat.jpg index 40a9d988e1b2d618d1f93bf5c567335dcd8fb8ae..a50496546feeef809d9f4647fde1cebd0d31a29e 100644 GIT binary patch literal 144046 zcmeFZ2T)X9(=NIZBq=$^QGy^rB#VRrkt8Z0l9NhiBufs1A~`3KAVG2*$vJ0{oFs=K z#~I=P!*Iv<{r~UW6ROTVr|QTK#nQ({ug%dI=zZrl_I_;NSoN z4)zbYo(1Fqe7u|ZH}UZCZ{iaW;1d#)6B82=5mS?r-6p4_rl+T)rln8$evj)u&wU0E|3iN6hn(E^x&Pb*hk$^9n2?x?n3#&2k(QDBfBAFW3Q!QH@V@xI?`;)RZnpYzT4&irBpNNQQ>F604Iqz|C-{%n# z6%&6X@mT(;f})bL$}`Q^TG~3gdithj<`$M#);7)`TwLAUJv{wC2LuKMhlIw)#V348 z{F;>fJu5pWH!r`Su)LzOs=B7OuD-pav#YzOx9{iZ*!aZc)bHt;3zmbaqE7uJ?JX}12KXT#RaKkoS3cQ4lUdeA#4h{_LG#XOgqW5?WSJBBN3_2r`+p|br~fU<{w3Idk!uFHjf;bQ zdAJk+7`Vs{<<7YA@AmI!@NXUXw+{SU2mY-C|JH$j>%hNt;QyQsWO-z%HL(edPqD*6 z4A%O$HL79x@^A4CvIBDgUY2F8IL!xdR6@^&v-Z@XLsr+oL8kGG zYv7h@8~9l8H*`@6&3z37w^KhD5q4jde)dfV{J4!`~BBg-CGXIj6Jx*rNB(K zaoRQ7-3}@xOg`E_*Y9#RjXNoNKD-xJx>B+0YVv2eUD#(5Dlh+xM zYaWSmChV0UpyfZysV{#^bJu$j57@a}1J>9p6#iVHRylhO4E^cJaO4%fm*%bfrC|b% z)31LIBj@rt=x7FfxvRsMV~|;ZXXi-_Z269m{q^9f*J7CV>(et!^(NvDHjw$45yq2f ze!!JlTP&%-ZYJFA?k47>LiQ%L#y_vUp5U0aTHIsSs?RKe_LM`Lu1ElPvOUfm5|byR zY*anBviJMf&G02Xb^0&TVq8q`&4xK;NrBbXs(kb=y^Ec4)bJ}qN^7)Rh6SD zwy)eE&VC=`9}=W)9G6hXyYcXBgqFWK9^i9K;&`plXBv6}qeDwZ-sPC2^iU2pJ8yo| z0i$U}S-uoE=KfJdnxXPIcNh6;AyL6;=bcv+k&QNjFMaxquUNSD>Eg2C)kIe7nwerm zkh+3TI+VF0s-n-0D28n4kgVbNZ5=D25IBljoq3xmut|H$=X`JOx z)j>!{ftFn+E=+i26E8fnOggYGZ?=8SyWgh=bP!`~d&wQ{{j~WS`0+mdLg?`cG|cs3 z|4M|6N3^h#b*1IiX`YVm?@*!2Qb%6~1hP3vKvXW;1DMJXEy-%X8#{9^+%fP*8DB2( zSCVjFt#(vPmyVlTRNfXH{-f{b#&UgJP0rlEH=W|=M<%yaAVu!YD}zU>R{HZe+FWbq z8}zWJO0N~3;%F%XH=5lL-**m88o!*yHnzU0i0oKsO6kzAteLT*)7YyIT8$?C9J!KW zm2{u+acB_1jy{wu(Pj~T*?$GOw{@6wQj!iZms|tbeVZ*+&Bw`4_hWDk{7;HYCH&;CJPm;UauCk z9p}V|-9I91J%NQ5B)?mG0QtSSst~s2J?!cSZ0zU?*YdfairSp6CVf^tB5917rO{+C zthw#c%@D{%IFV1C*|r+ZZ5O){b{#)$#mm}e>a)U8vokExh^j&*SRP1wyarA zo@C*b2i04-3ZSO2;uK=6lKdTuXAv(o>Zw_BoZrG+^?okxzsa+o ztc@c3_?FSo*!GCask5d)v|)M2ztG?bdk2F~@_2PcZ}AtHs5UyFyL- z#$o!Z%F#4hi#;qy`ptCpDrWV>Ddb{Ga6O8xNyaR>4S)L2$jJ3-xYb?jrvNusO^)-( z+)U*MQ9JY2ogIT~fOOGm8+4F&QhINFXBEv`f-<;=suJGZx&|tA%%ukz(}}iSiDf!# zC3eu;OcRo?aXK86D{{$>IeNF!H`MCo)@+9c#W~@!oVXm4=V1xDdxO-0z!TM{UhvYpRNPYGR~#|7q^9eU ze{$r$P$)G*C%?dAF7Bp9tLDs?R~+o1Z(ipQC>`U9L`@lE>%KYI>QCt+uRjyH>R)6@9oF{Zw*T5#^NyP~abz*YXb0~rX zhceM&IQ8wXTvkka zw;;;jL@K0YOtz-!JI=~FDVk2RCA9U}=ww%8n#QfB#^c7fU597>p*VI<>4c)e8C8+| z5q#}WgxqHyb-C5g*Cc_zG5MhF&R~29vd@ibwnb#%rxSO=3M?yQl-3nIueu`&a{{3i z2S%t?@-j?9fbQJFH)Bn;wi!dQA(ruxkQ+xo#sn;?YU>mGW8T#&y?OU`95<3@C`ePQ z>Z_8>H@7v4zK1oS9CK8h!ng~G+yUF@{)qbWjn>xm_U|I`F3Ovysq5zRBO5U&9WR8Z znh?qBYoH2rXmgbG!NmNO`q|UFb#5rbYk{IvdMzkJj>}LHQOMk-hlCK(?V<9-({ld;z z{HxGI--HMk=78FWsL>K$Uh=&T5$Dj7q4Vo0pb z!<%GyrYCdXN^tj=+dxC!{-0CT)5Cn3RRe-c_D`>YT=r`q6h<5OE4sI(i)c^9 zAu5@QjK1$eo5tqRE}8u1U8H{pzIJ%nJiI1W;tG<9NDuq4NGtF7Aim;r&6`Mb**Y$1 z37NoVmBypYLknnztCiuK9BgEfwd+_+zBLoyOgU1%C|pgo^WupK8BVJ#ijCV$Y*O~e8t3SaQA zQM^AOkX}Q98u%wQEt3BPfhPY24+0J#s+QGc_e4w+=$sMdqbKBg2MyU*3zjiK^Iikw z=Zo8zpVJp_raFao4a$do=BGi=HgjI67-fo0_P8MIpBt%m3Uf{rHa_8>oi3}4{KmUD zrJQcwu+8YlSLk?K{#H%KMv41I`>m%FFo9524!i)qk!X5&TsLGUmzMwi)MU5vT2 zZt= z$!aMCw>5c4c{fRTF;bc`*TAo-7_=jz({r#O*J!~0G{!Fcsp$c$PF@R5<$T25rYKsZ zPV4>3iA&?SqN3Tj!(#t+hHJoz6@m?3SlSBfjeL-70_(NV<%ct}k-CySpX5cALwD=; z_V2`cEXf#JQ1-LGt(Dj_U}Z+yc7MwbemC}ox6Tk<{sXrr=c$?Pqn_Qg_7XMxx_%N1 z>w{NBZ@Lw4k^1ApM(b%dd6j>z^Xqm_g5ij3pq^Ll*)emt z8`dHga#V9?`~&UZzi_2!rryOA+7osOKW7A%d^w?gkC31%kD3!$2$kJp!|X!yG%BS5 zLsJt{?Q>Apawv+3nIlJ!OQ^j68M3!{Q{=dztp2M}m}*e85`!`Q$8oauCdK_(*|NIi zHW-J2|Jhl~A_r-Df=6Pj&*L75;mZjAPCEvjYQa>D%f5#7B;Bat5Y(2s(Tq}}C&&54 z{I-jN9tiBMIlO-$@Sg2QbzN=J84q6nxqq34q050E`bFMMRo7_{6pvVFi0^iWFNe;= z%Z?l)lDJkNP+9nN9dTEffz}_|WIi*g+*f!@m5)Znx=88#}7adB;H0s%` zS|1*&7HXM)2h|@fwsRh_wewVr1J52)kc_8z*K{MNlGmyvT2@SjK#6urqbYfFKZ``m zRnA)9p3vyLinK1(`{Yupgr6d9Q}sGOKkM<5hcjPR8J^B?%Z&rd?G7y-3GJ}-wxW%# z_W~SDw6x${-q{vQ`t_iflki%#uPWr=xCsRn*4H&M{-Z7ME-+TZdzz(osN{>RXQV7mT|+T+HqHJE5*h&tr~D^y~4x>l_Oq$TY;kV@4zJpy)wrprmSLoaQ-025&jpIp`s`&M_@qh7KV!+@fw#rHv z3K50GSX8*AqtMrYU+5@Sgl=%pdGdGFPoX!dZ*zYS1^!8m7p#w6e6+3sZz#Jyjr@Pv zk)@9yshZCj$k`4I{P24zd{rmdrlq1Z%-M%;GI?O2kpVgr=pWlyasoS;Bg(1zk# zHcni25A7

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+3,15 @@ from abc import ABC, abstractmethod from typing import Type, Dict, TypeVar, Optional, Union, TYPE_CHECKING from enum import Enum +import logging import asyncio # Checking for type hints during runtime if TYPE_CHECKING: from fastapi import FastAPI +logger = logging.getLogger(__name__) + class LifeCycle: """This class defines hooks for lifecycle events of a component.""" @@ -40,6 +43,7 @@ async def async_before_stop(self): class ComponetType(str, Enum): WORKER_MANAGER = "dbgpt_worker_manager" + MODEL_CONTROLLER = "dbgpt_model_controller" class BaseComponet(LifeCycle, ABC): @@ -92,6 +96,7 @@ def register_instance(self, instance: T): raise RuntimeError( f"Componse name {name} already exists: {self.componets[name]}" ) + logger.info(f"Register componet with name {name} and instance: {instance}") self.componets[name] = instance instance.init_app(self) diff --git a/pilot/model/cluster/controller/controller.py b/pilot/model/cluster/controller/controller.py index e1d55eab7..54360e477 100644 --- a/pilot/model/cluster/controller/controller.py +++ b/pilot/model/cluster/controller/controller.py @@ -4,6 +4,7 @@ from typing import List from fastapi import APIRouter, FastAPI +from pilot.componet import BaseComponet, ComponetType, SystemApp from pilot.model.base import ModelInstance from pilot.model.parameter import ModelControllerParameters from pilot.model.cluster.registry import EmbeddedModelRegistry, ModelRegistry @@ -14,7 +15,12 @@ ) -class BaseModelController(ABC): +class BaseModelController(BaseComponet, ABC): + name = ComponetType.MODEL_CONTROLLER + + def init_app(self, system_app: SystemApp): + pass + @abstractmethod async def register_instance(self, instance: ModelInstance) -> bool: """Register a given model instance""" @@ -25,7 +31,7 @@ async def deregister_instance(self, instance: ModelInstance) -> bool: @abstractmethod async def get_all_instances( - self, model_name: str, healthy_only: bool = False + self, model_name: str = None, healthy_only: bool = False ) -> List[ModelInstance]: """Fetch all instances of a given model. Optionally, fetch only the healthy instances.""" @@ -51,7 +57,7 @@ async def deregister_instance(self, instance: ModelInstance) -> bool: return await self.registry.deregister_instance(instance) async def get_all_instances( - self, model_name: str, healthy_only: bool = False + self, model_name: str = None, healthy_only: bool = False ) -> List[ModelInstance]: logging.info( f"Get all instances with {model_name}, healthy_only: {healthy_only}" @@ -94,7 +100,7 @@ async def get_all_model_instances(self) -> List[ModelInstance]: @sync_api_remote(path="/api/controller/models") def sync_get_all_instances( - self, model_name: str, healthy_only: bool = False + self, model_name: str = None, healthy_only: bool = False ) -> List[ModelInstance]: pass @@ -110,7 +116,7 @@ async def deregister_instance(self, instance: ModelInstance) -> bool: return await self.backend.deregister_instance(instance) async def get_all_instances( - self, model_name: str, healthy_only: bool = False + self, model_name: str = None, healthy_only: bool = False ) -> List[ModelInstance]: return await self.backend.get_all_instances(model_name, healthy_only) diff --git a/pilot/openapi/api_v1/api_v1.py b/pilot/openapi/api_v1/api_v1.py index 1507a9a1f..3af082026 100644 --- a/pilot/openapi/api_v1/api_v1.py +++ b/pilot/openapi/api_v1/api_v1.py @@ -18,6 +18,7 @@ from typing import List import tempfile +from pilot.componet import ComponetType from pilot.openapi.api_view_model import ( Result, ConversationVo, @@ -352,20 +353,17 @@ async def chat_completions(dialogue: ConversationVo = Body()): async def model_types(request: Request): print(f"/controller/model/types") try: - import httpx - - async with httpx.AsyncClient() as client: - base_url = request.base_url - response = await client.get( - f"{base_url}api/controller/models?healthy_only=true", - ) types = set() - if response.status_code == 200: - models = json.loads(response.text) - for model in models: - worker_type = model["model_name"].split("@")[1] - if worker_type == "llm": - types.add(model["model_name"].split("@")[0]) + from pilot.model.cluster.controller.controller import BaseModelController + + controller = CFG.SYSTEM_APP.get_componet( + ComponetType.MODEL_CONTROLLER, BaseModelController + ) + models = await controller.get_all_instances(healthy_only=True) + for model in models: + worker_name, worker_type = model.model_name.split("@") + if worker_type == "llm": + types.add(worker_name) return Result.succ(list(types)) except Exception as e: diff --git a/pilot/server/componet_configs.py b/pilot/server/componet_configs.py index 745937068..b68b052fa 100644 --- a/pilot/server/componet_configs.py +++ b/pilot/server/componet_configs.py @@ -9,10 +9,12 @@ def initialize_componets(system_app: SystemApp, embedding_model_name: str): from pilot.model.cluster import worker_manager + from pilot.model.cluster.controller.controller import controller system_app.register( RemoteEmbeddingFactory, worker_manager, model_name=embedding_model_name ) + system_app.register_instance(controller) class RemoteEmbeddingFactory(EmbeddingFactory):