diff --git a/.gitignore b/.gitignore index 5f26efd..5391e4e 100644 --- a/.gitignore +++ b/.gitignore @@ -23,8 +23,6 @@ !.gitea/** !tools/ !tools/** -!models/ -!models/** # 3. 放行必要的根目录文件 !.gitignore !README.md diff --git a/backend/app/config.py b/backend/app/config.py index e70c829..7f7334f 100644 --- a/backend/app/config.py +++ b/backend/app/config.py @@ -63,6 +63,9 @@ SPARSE_MODEL_PATH = _get_str("SPARSE_MODEL_PATH") or "./models/sparse" SPARSE_MODEL_NAME = _get_str("SPARSE_MODEL_NAME") or "Qdrant/bm25" FASTEMBED_CACHE_PATH = _get_str("FASTEMBED_CACHE_PATH") or "./models/fastembed_cache" +# ========== 本地模型配置 ========== +LOCAL_MODEL_NAME = _get_str("LOCAL_MODEL_NAME") or "gemma-4-E4B-it" + # ========== llama.cpp 服务配置（URL + API密钥 配对） ========== # 主 LLM 服务 VLLM_BASE_URL = _get_str("VLLM_BASE_URL") diff --git a/backend/app/model_services/chat_services.py b/backend/app/model_services/chat_services.py index 319729d..4f51075 100644 --- a/backend/app/model_services/chat_services.py +++ b/backend/app/model_services/chat_services.py @@ -27,7 +27,8 @@ from app.config import ( VLLM_BASE_URL, LLM_API_KEY, ZHIPUAI_API_KEY, - DEEPSEEK_API_KEY + DEEPSEEK_API_KEY, + LOCAL_MODEL_NAME ) logger = logging.getLogger(__name__) @@ -38,9 +39,9 @@ class LocalVLLMChatProvider(BaseServiceProvider[BaseChatModel]): 本地 VLLM 生成式大模型服务提供者 """ - def __init__(self, model: str = "gemma-4-E4B-it"): + def __init__(self, model: str = None): super().__init__("local_vllm_chat") - self._model = model + self._model = model or LOCAL_MODEL_NAME def is_available(self) -> bool: """ @@ -80,7 +81,7 @@ class LocalVLLMChatProvider(BaseServiceProvider[BaseChatModel]): headers["Authorization"] = f"Bearer {LLM_API_KEY}" try: - response = client.get("/v1/models", headers=headers) + response = client.get("/models", headers=headers) if response.status_code == 200: logger.info(f"本地 VLLM 服务可用: {self._model}") return True diff --git a/docker/backend/Dockerfile b/docker/backend/Dockerfile index 14c5c9c..848b28f 100644 --- a/docker/backend/Dockerfile +++ b/docker/backend/Dockerfile @@ -72,7 +72,7 @@ COPY docker/models/ /tmp/models/ # 安装本地模型 wheel（如果有 .whl 文件） RUN find /tmp/models -name "*.whl" -type f 2>/dev/null | head -1 | xargs -r pip install --no-cache-dir && \ - rm -rf /tmp/models + rm -rf /tmp/models/*.whl # 只删除 wheel，保留 fastembed_cache # 设置 pip 国内镜像源 RUN pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple @@ -81,18 +81,11 @@ RUN pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple COPY backend/requirements.txt . RUN pip install --no-cache-dir --default-timeout=300 -r requirements.txt -# ============================================================================= -# 下载稀疏模型（关键步骤：在构建阶段下载到固定目录） -# ============================================================================= -RUN mkdir -p /app/models/sparse -COPY download_sparse_model.py . -RUN python download_sparse_model.py --cache-dir /app/models/sparse --model-name Qdrant/bm25 && \ - rm -f download_sparse_model.py - # ============================================================================= # 复制预下载的BM25模型缓存（FastEmbed） # ============================================================================= -COPY models/fastembed_cache /app/fastembed_cache +# 注意：模型在 docker/models/fastembed_cache 里 +COPY docker/models/fastembed_cache /app/fastembed_cache # ============================================================================= # 复制项目代码 diff --git a/models/fastembed_cache/CACHEDIR.TAG b/models/fastembed_cache/CACHEDIR.TAG deleted file mode 100644 index 2b92757..0000000 --- a/models/fastembed_cache/CACHEDIR.TAG +++ /dev/null @@ -1,4 +0,0 @@ -Signature: 8a477f597d28d172789f06886806bc55 -# This file is a cache directory tag created by huggingface_hub. -# For information about cache directory tags, see: -# https://bford.info/cachedir/ diff --git a/models/fastembed_cache/models--Qdrant--bm25/blobs/00af58791541ed63f33c98207199f6b32727f571 b/models/fastembed_cache/models--Qdrant--bm25/blobs/00af58791541ed63f33c98207199f6b32727f571 deleted file mode 100644 index 00af587..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/blobs/00af58791541ed63f33c98207199f6b32727f571 +++ /dev/null @@ -1,157 +0,0 @@ -au -aux -avec -ce -ces -dans -de -des -du -elle -en -et -eux -il -ils -je -la -le -les -leur -lui -ma -mais -me -même -mes -moi -mon -ne -nos -notre -nous -on -ou -par -pas -pour -qu -que -qui -sa -se -ses -son -sur -ta -te -tes -toi -ton -tu -un -une -vos -votre -vous -c -d -j -l -à -m -n -s -t -y -été -étée -étées -étés -étant 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-myself -we -our -ours -ourselves -you -you're -you've -you'll -you'd -your -yours -yourself -yourselves -he -him -his -himself -she -she's -her -hers -herself -it -it's -its -itself -they -them -their -theirs -themselves -what -which -who -whom -this -that -that'll -these -those -am -is -are -was -were -be -been -being -have -has -had -having -do -does -did -doing -a -an -the -and -but -if -or -because -as -until -while -of -at -by -for -with -about -against -between -into -through -during -before -after -above -below -to -from -up -down -in -out -on -off -over -under -again -further -then -once -here -there -when -where -why -how -all -any -both -each -few -more -most -other -some -such -no -nor -not -only -own -same -so -than -too -very -s -t -can -will -just -don -don't -should -should've -now -d -ll -m -o -re -ve -y -ain -aren -aren't -couldn -couldn't -didn -didn't -doesn -doesn't -hadn -hadn't -hasn -hasn't -haven -haven't -isn -isn't -ma -mightn -mightn't -mustn -mustn't -needn -needn't -shan -shan't -shouldn -shouldn't -wasn -wasn't -weren -weren't -won -won't -wouldn -wouldn't diff --git a/models/fastembed_cache/models--Qdrant--bm25/blobs/45651c90ec7ea5b26c51ea9a11fddafb00652190 b/models/fastembed_cache/models--Qdrant--bm25/blobs/45651c90ec7ea5b26c51ea9a11fddafb00652190 deleted file mode 100644 index 45651c9..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/blobs/45651c90ec7ea5b26c51ea9a11fddafb00652190 +++ /dev/null @@ -1,356 +0,0 @@ -a -abia -acea -aceasta -această -aceea -aceeasi -acei -aceia -acel -acela -acelasi -acele -acelea -acest -acesta -aceste -acestea -acestei -acestia -acestui -aceşti -aceştia -adica -ai -aia -aibă -aici -al -ala -ale -alea -alt -alta -altceva -altcineva -alte -altfel -alti -altii -altul -am -anume -apoi -ar -are -as -asa -asta -astea -astfel -asupra -atare -atat -atata -atatea -atatia -ati -atit -atita -atitea -atitia -atunci -au -avea -avem -aveţi -avut -aş -aţi -ba -ca -cam -cand -care -careia -carora -caruia -cat 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a/models/fastembed_cache/models--Qdrant--bm25/blobs/47ee200f6781ddfdb31af37e317e1f05d10a04ff +++ /dev/null @@ -1,235 +0,0 @@ -olla -olen -olet -on -olemme -olette -ovat -ole -oli -olisi -olisit -olisin -olisimme -olisitte -olisivat -olit -olin -olimme -olitte -olivat -ollut -olleet -en -et -ei -emme -ette -eivät -minä -minun -minut -minua -minussa -minusta -minuun -minulla -minulta -minulle -sinä -sinun -sinut -sinua -sinussa -sinusta -sinuun -sinulla -sinulta -sinulle -hän -hänen -hänet -häntä -hänessä -hänestä -häneen -hänellä -häneltä -hänelle -me -meidän -meidät -meitä -meissä -meistä -meihin -meillä -meiltä -meille -te -teidän -teidät -teitä -teissä -teistä -teihin -teillä -teiltä -teille -he -heidän -heidät -heitä -heissä -heistä -heihin -heillä -heiltä -heille -tämä -tämän -tätä -tässä -tästä -tähän -tallä -tältä -tälle -tänä -täksi -tuo -tuon -tuotä -tuossa -tuosta -tuohon -tuolla -tuolta -tuolle -tuona -tuoksi -se -sen -sitä -siinä -siitä -siihen -sillä -siltä -sille -sinä -siksi -nämä -näiden -näitä -näissä -näistä -näihin -näillä -näiltä -näille -näinä -näiksi -nuo -noiden -noita -noissa -noista -noihin -noilla -noilta -noille -noina -noiksi -ne -niiden -niitä -niissä -niistä -niihin -niillä -niiltä -niille -niinä -niiksi -kuka -kenen -kenet -ketä -kenessä -kenestä -keneen -kenellä -keneltä -kenelle -kenenä -keneksi -ketkä -keiden -ketkä -keitä -keissä -keistä -keihin -keillä -keiltä -keille -keinä -keiksi -mikä -minkä -minkä -mitä -missä -mistä -mihin -millä -miltä -mille -minä -miksi -mitkä -joka -jonka -jota -jossa -josta -johon -jolla -jolta -jolle -jona -joksi -jotka -joiden -joita -joissa -joista -joihin -joilla -joilta -joille -joina -joiksi -että -ja -jos -koska -kuin -mutta -niin -sekä -sillä -tai -vaan -vai -vaikka -kanssa -mukaan -noin -poikki -yli -kun -niin -nyt -itse diff --git a/models/fastembed_cache/models--Qdrant--bm25/blobs/5a48ccce0737bb38cb99cafa1f8d3d0ce34e7488 b/models/fastembed_cache/models--Qdrant--bm25/blobs/5a48ccce0737bb38cb99cafa1f8d3d0ce34e7488 deleted file mode 100644 index 5a48ccc..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/blobs/5a48ccce0737bb38cb99cafa1f8d3d0ce34e7488 +++ /dev/null @@ -1,53 +0,0 @@ -acaba -ama -aslında -az -bazı -belki -biri -birkaç -birşey -biz -bu -çok -çünkü -da -daha -de -defa -diye -eğer -en -gibi -hem -hep -hepsi -her -hiç -için -ile -ise -kez -ki -kim -mı -mu -mü -nasıl -ne -neden -nerde -nerede -nereye -niçin -niye -o -sanki -şey -siz -şu -tüm -ve -veya -ya -yani diff --git a/models/fastembed_cache/models--Qdrant--bm25/blobs/6a7d50cc633609c8bc2da53c3dac9a015c248b62 b/models/fastembed_cache/models--Qdrant--bm25/blobs/6a7d50cc633609c8bc2da53c3dac9a015c248b62 deleted file mode 100644 index 6a7d50c..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/blobs/6a7d50cc633609c8bc2da53c3dac9a015c248b62 +++ /dev/null @@ -1,313 +0,0 @@ -de -la -que -el -en -y -a -los -del -se -las -por -un -para -con -no -una -su -al -lo -como -más -pero -sus -le -ya -o -este -sí -porque -esta -entre -cuando -muy -sin -sobre -también -me -hasta -hay -donde -quien -desde -todo -nos -durante -todos -uno -les -ni -contra -otros -ese -eso -ante -ellos -e -esto -mí -antes -algunos -qué -unos -yo -otro -otras -otra -él -tanto -esa -estos -mucho -quienes -nada -muchos -cual -poco -ella -estar -estas -algunas -algo -nosotros -mi -mis -tú -te -ti -tu -tus -ellas -nosotras -vosotros -vosotras -os -mío -mía -míos -mías -tuyo -tuya -tuyos -tuyas -suyo -suya -suyos -suyas -nuestro -nuestra -nuestros -nuestras -vuestro -vuestra -vuestros -vuestras -esos -esas -estoy -estás -está -estamos -estáis -están -esté -estés -estemos -estéis -estén -estaré -estarás -estará -estaremos -estaréis -estarán -estaría -estarías -estaríamos -estaríais -estarían -estaba -estabas -estábamos -estabais -estaban -estuve -estuviste -estuvo -estuvimos -estuvisteis -estuvieron -estuviera -estuvieras -estuviéramos -estuvierais 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-tendré -tendrás -tendrá -tendremos -tendréis -tendrán -tendría -tendrías -tendríamos -tendríais -tendrían -tenía -tenías -teníamos -teníais -tenían -tuve -tuviste -tuvo -tuvimos -tuvisteis -tuvieron -tuviera -tuvieras -tuviéramos -tuvierais -tuvieran -tuviese -tuvieses -tuviésemos -tuvieseis -tuviesen -teniendo -tenido -tenida -tenidos -tenidas -tened diff --git a/models/fastembed_cache/models--Qdrant--bm25/blobs/6ee02b51fb1711625c1de28595615cdecba4de7c b/models/fastembed_cache/models--Qdrant--bm25/blobs/6ee02b51fb1711625c1de28595615cdecba4de7c deleted file mode 100644 index 6ee02b5..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/blobs/6ee02b51fb1711625c1de28595615cdecba4de7c +++ /dev/null @@ -1,279 +0,0 @@ -ad -al -allo -ai -agli -all -agl -alla -alle -con -col -coi -da -dal -dallo -dai -dagli -dall -dagl -dalla -dalle -di -del -dello -dei -degli -dell -degl -della -delle -in -nel -nello -nei -negli -nell -negl -nella -nelle -su -sul -sullo -sui -sugli -sull -sugl -sulla -sulle -per -tra -contro -io -tu -lui -lei -noi -voi -loro -mio -mia -miei -mie -tuo -tua -tuoi -tue -suo -sua -suoi -sue -nostro -nostra -nostri -nostre -vostro -vostra -vostri -vostre -mi -ti -ci -vi -lo -la -li -le -gli -ne -il -un -uno -una -ma -ed -se -perché -anche -come -dov -dove -che -chi -cui -non -più -quale -quanto -quanti -quanta -quante -quello -quelli -quella -quelle -questo -questi -questa -queste -si -tutto -tutti -a -c -e -i -l -o -ho -hai -ha -abbiamo -avete -hanno -abbia -abbiate -abbiano -avrò -avrai -avrà -avremo -avrete -avranno -avrei -avresti -avrebbe -avremmo -avreste -avrebbero -avevo -avevi -aveva -avevamo -avevate -avevano -ebbi -avesti -ebbe -avemmo -aveste -ebbero -avessi -avesse -avessimo -avessero -avendo -avuto -avuta -avuti -avute -sono -sei -è -siamo -siete -sia -siate -siano -sarò -sarai -sarà -saremo -sarete -saranno -sarei -saresti -sarebbe -saremmo -sareste -sarebbero -ero -eri -era -eravamo -eravate -erano -fui -fosti -fu -fummo -foste -furono 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+0,0 @@ -../../blobs/9ac1abbb6cba1fb3159caa6d88b25543b9080031 \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/portuguese.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/portuguese.txt deleted file mode 120000 index 5cfb51f..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/portuguese.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/eb53a8fc2544b16d2a849d98e26c6e34bf07bdb0 \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/romanian.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/romanian.txt deleted file mode 120000 index a161bb7..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/romanian.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/45651c90ec7ea5b26c51ea9a11fddafb00652190 \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/russian.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/russian.txt deleted file mode 120000 index bdcfb98..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/russian.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/ecb83d4a7f393b67b054b44e337d683b2ff2d973 \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/spanish.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/spanish.txt deleted file mode 120000 index 529d9ba..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/spanish.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/6a7d50cc633609c8bc2da53c3dac9a015c248b62 \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/swedish.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/swedish.txt deleted file mode 120000 index 62ae8bc..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/swedish.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/742bb6263b99fb2ea6e1e3624a65eb2799a1e24c \ No newline at end of file diff --git a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/turkish.txt b/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/turkish.txt deleted file mode 120000 index 96ae356..0000000 --- a/models/fastembed_cache/models--Qdrant--bm25/snapshots/e499a1f8d6bec960aab5533a0941bf914e70faf9/turkish.txt +++ /dev/null @@ -1 +0,0 @@ -../../blobs/5a48ccce0737bb38cb99cafa1f8d3d0ce34e7488 \ No newline at end of file diff --git a/tools/download_bm25.py b/tools/download_bm25.py deleted file mode 100644 index fcbdfe7..0000000 --- a/tools/download_bm25.py +++ /dev/null @@ -1,22 +0,0 @@ -""" -BM25模型预下载脚本 -执行后将模型缓存到 ./models/fastembed_cache 目录，打包进Docker镜像 -""" -import os -from fastembed.sparse.sparse_text_embedding import SparseTextEmbedding - -if __name__ == "__main__": - # 指定缓存目录 - cache_dir = "./models/fastembed_cache" - os.makedirs(cache_dir, exist_ok=True) - - print("正在下载BM25稀疏向量模型...") - model = SparseTextEmbedding( - model_name="Qdrant/bm25", - cache_dir=cache_dir - ) - - # 触发一次推理，确保模型文件完整下载 - list(model.embed(["init trigger"])) - print(f"✅ BM25模型已成功缓存到: {cache_dir}") - print("请将该目录提交到项目仓库，打包进Docker镜像")