fix(model): Fix local embedding error (#2371)

.dockerignore

@@ -5,7 +5,6 @@ models/
 plugins/
 pilot/data
 pilot/message
-pilot/meta_data
 logs/
 venv/
 .venv/

configs/dbgpt-local-llama-cpp-server.toml

@@ -0,0 +1,39 @@
+[system]
+# Load language from environment variable(It is set by the hook)
+language = "${env:DBGPT_LANG:-zh}"
+api_keys = []
+encrypt_key = "your_secret_key"
+
+# Server Configurations
+[service.web]
+host = "0.0.0.0"
+port = 5670
+
+[service.web.database]
+type = "sqlite"
+path = "pilot/meta_data/dbgpt.db"
+
+[rag.storage]
+[rag.storage.vector]
+type = "Chroma"
+persist_path = "pilot/data"
+
+# Model Configurations
+[models]
+[[models.llms]]
+name = "Qwen2.5-Coder-0.5B-Instruct"
+# Please make sure install DB-GPT with '--extra llama_cpp_server' extra
+provider = "llama.cpp.server"
+# If not provided, the model will be downloaded from the Hugging Face model hub
+# uncomment the following line to specify the model path in the local file system
+# path = "the-model-path-in-the-local-file-system"
+path = "/data/models/qwen2.5-coder-0.5b-instruct-q4_k_m.gguf"
+
+[[models.embeddings]]
+name = "BAAI/bge-large-zh-v1.5"
+provider = "hf"
+# If not provided, the model will be downloaded from the Hugging Face model hub
+# uncomment the following line to specify the model path in the local file system
+# path = "the-model-path-in-the-local-file-system"
+path = "/data/models/bge-large-zh-v1.5"
+

configs/dbgpt-local-qwen.toml

@@ -0,0 +1,38 @@
+[system]
+# Load language from environment variable(It is set by the hook)
+language = "${env:DBGPT_LANG:-zh}"
+api_keys = []
+encrypt_key = "your_secret_key"
+
+# Server Configurations
+[service.web]
+host = "0.0.0.0"
+port = 5670
+
+[service.web.database]
+type = "sqlite"
+path = "pilot/meta_data/dbgpt.db"
+
+[rag.storage]
+[rag.storage.vector]
+type = "Chroma"
+persist_path = "pilot/data"
+
+# Model Configurations
+[models]
+[[models.llms]]
+name = "Qwen2.5-Coder-0.5B-Instruct"
+provider = "hf"
+# If not provided, the model will be downloaded from the Hugging Face model hub
+# uncomment the following line to specify the model path in the local file system
+# path = "the-model-path-in-the-local-file-system"
+path = "/data/models/Qwen2.5-Coder-0.5B-Instruct"
+
+[[models.embeddings]]
+name = "BAAI/bge-large-zh-v1.5"
+provider = "hf"
+# If not provided, the model will be downloaded from the Hugging Face model hub
+# uncomment the following line to specify the model path in the local file system
+# path = "the-model-path-in-the-local-file-system"
+path = "/data/models/bge-large-zh-v1.5"
+

configs/dbgpt-proxy-deepseek.toml

@@ -0,0 +1,41 @@
+[system]
+# Load language from environment variable(It is set by the hook)
+language = "${env:DBGPT_LANG:-zh}"
+api_keys = []
+encrypt_key = "your_secret_key"
+
+# Server Configurations
+[service.web]
+host = "0.0.0.0"
+port = 5670
+
+[service.web.database]
+type = "sqlite"
+path = "pilot/meta_data/dbgpt.db"
+[service.model.worker]
+host = "127.0.0.1"
+
+[rag.storage]
+[rag.storage.vector]
+type = "Chroma"
+persist_path = "pilot/data"
+
+# Model Configurations
+[models]
+[[models.llms]]
+name = "deepseek-reasoner"
+provider = "proxy/deepseek"
+api_key = "${env:DEEPSEEK_API_KEY}"
+
+[[models.llms]]
+name = "deepseek-chat"
+provider = "proxy/deepseek"
+api_key = "${env:DEEPSEEK_API_KEY}"
+
+[[models.embeddings]]
+name = "BAAI/bge-large-zh-v1.5"
+provider = "hf"
+# If not provided, the model will be downloaded from the Hugging Face model hub
+# uncomment the following line to specify the model path in the local file system
+# path = "the-model-path-in-the-local-file-system"
+path = "/data/models/bge-large-zh-v1.5"

packages/dbgpt-accelerator/pyproject.toml

@@ -79,10 +79,10 @@ vllm = [
     # Just support GPU version on Linux
     "vllm>=0.7.0; sys_platform == 'linux'"
 ]
-vllm_pascal = [
+#vllm_pascal = [
-    # https://github.com/sasha0552/pascal-pkgs-ci
+#    # https://github.com/sasha0552/pascal-pkgs-ci
-    "vllm-pascal==0.7.2; sys_platform == 'linux'"
+#    "vllm-pascal==0.7.2; sys_platform == 'linux'"
-]
+#]
 quant_bnb = [
     "bitsandbytes>=0.39.0; sys_platform == 'win32' or sys_platform == 'linux'",
     "accelerate"
@@ -157,10 +157,10 @@ name = "pytorch-rocm60"
 url = "https://download.pytorch.org/whl/rocm6.0"
 explicit = true
 
-[[tool.uv.index]]
+#[[tool.uv.index]]
-name = "vllm-pascal"
+#name = "vllm-pascal"
-url = "https://sasha0552.github.io/pascal-pkgs-ci/"
+#url = "https://sasha0552.github.io/pascal-pkgs-ci/"
-explicit = true
+#explicit = true
 
 [tool.uv.sources]
 torch = [
@@ -203,9 +203,9 @@ torchaudio = [
     { index = "pytorch-cu124", marker = "platform_system == 'Linux'", extra = "cuda124" },
 #    { index = "pytorch-rocm60", marker = "platform_system == 'Linux'", extra = "rocm60" },
 ]
-vllm-pascal = [
+#vllm-pascal = [
-    { index = "vllm-pascal", marker = "platform_system == 'Linux'", extra = "vllm_pascal" },
+#    { index = "vllm-pascal", marker = "platform_system == 'Linux'", extra = "vllm_pascal" },
-]
+#]
 
 [tool.uv.build-isolation]
 # Disable build isolation for gptqmodel

packages/dbgpt-core/src/dbgpt/rag/embedding/embeddings.py

@@ -30,6 +30,17 @@ DEFAULT_QUERY_BGE_INSTRUCTION_EN = (
 )
 DEFAULT_QUERY_BGE_INSTRUCTION_ZH = "为这个句子生成表示以用于检索相关文章："
 
+try:
+    import transformers
+
+    if not hasattr(transformers, "is_torch_npu_available"):
+        # Fix https://github.com/UKPLab/sentence-transformers/issues/2895
+        from transformers.utils import is_torch_npu_available
+
+        transformers.is_torch_npu_available = is_torch_npu_available
+except ImportError:
+    pass
+
 
 @dataclass
 class HFEmbeddingDeployModelParameters(EmbeddingDeployModelParameters):

uv.lock

@@ -171,6 +171,18 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/f3/ba/df6e8e1045aebc4778d19b8a3a9bc1808adb1619ba94ca354d9ba17d86c3/aiolimiter-1.2.1-py3-none-any.whl", hash = "sha256:d3f249e9059a20badcb56b61601a83556133655c11d1eb3dd3e04ff069e5f3c7", size = 6711 },
 ]
 
+[[package]]
+name = "aiomysql"
+version = "0.2.0"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+dependencies = [
+    { name = "pymysql" },
+]
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/67/76/2c5b55e4406a1957ffdfd933a94c2517455291c97d2b81cec6813754791a/aiomysql-0.2.0.tar.gz", hash = "sha256:558b9c26d580d08b8c5fd1be23c5231ce3aeff2dadad989540fee740253deb67", size = 114706 }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/42/87/c982ee8b333c85b8ae16306387d703a1fcdfc81a2f3f15a24820ab1a512d/aiomysql-0.2.0-py3-none-any.whl", hash = "sha256:b7c26da0daf23a5ec5e0b133c03d20657276e4eae9b73e040b72787f6f6ade0a", size = 44215 },
+]
+
 [[package]]
 name = "aiosignal"
 version = "1.3.2"
@@ -1646,9 +1658,6 @@ quant-gptqmodel = [
 vllm = [
     { name = "vllm", marker = "sys_platform == 'linux' or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cpu') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda121' and extra == 'extra-17-dbgpt-accelerator-cuda124')" },
 ]
-vllm-pascal = [
-    { name = "vllm-pascal", marker = "sys_platform == 'linux' or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cpu') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda121' and extra == 'extra-17-dbgpt-accelerator-cuda124')" },
-]
 
 [package.dev-dependencies]
 auto = [
@@ -1732,7 +1741,6 @@ requires-dist = [
     { name = "torchvision", marker = "sys_platform == 'win32' and extra == 'cuda121'", specifier = ">=0.17.1", index = "https://download.pytorch.org/whl/cu121", conflict = { package = "dbgpt-accelerator", extra = "cuda121" } },
     { name = "torchvision", marker = "sys_platform == 'win32' and extra == 'cuda124'", specifier = ">=0.17.1", index = "https://download.pytorch.org/whl/cu124", conflict = { package = "dbgpt-accelerator", extra = "cuda124" } },
     { name = "vllm", marker = "sys_platform == 'linux' and extra == 'vllm'", specifier = ">=0.7.0" },
-    { name = "vllm-pascal", marker = "sys_platform == 'linux' and extra == 'vllm-pascal'", specifier = "==0.7.2", index = "https://sasha0552.github.io/pascal-pkgs-ci/", conflict = { package = "dbgpt-accelerator", extra = "vllm-pascal" } },
 ]
 
 [package.metadata.requires-dev]
@@ -1877,9 +1885,15 @@ rag = [
 storage-chromadb = [
     { name = "chromadb" },
 ]
+storage-elasticsearch = [
+    { name = "elasticsearch" },
+]
 storage-milvus = [
     { name = "pymilvus" },
 ]
+storage-obvector = [
+    { name = "pyobvector" },
+]
 storage-weaviate = [
     { name = "weaviate-client" },
 ]
@@ -1898,6 +1912,7 @@ requires-dist = [
     { name = "dbgpt-tugraph-plugins", marker = "extra == 'graph-rag'", specifier = ">=0.1.1" },
     { name = "duckdb", marker = "extra == 'datasource-duckdb'" },
     { name = "duckdb-engine", marker = "extra == 'datasource-duckdb'", specifier = "==0.9.1" },
+    { name = "elasticsearch", marker = "extra == 'storage-elasticsearch'" },
     { name = "markdown", marker = "extra == 'rag'" },
     { name = "mysqlclient", marker = "extra == 'datasource-mysql'", specifier = "==2.1.0" },
     { name = "neo4j", marker = "extra == 'graph-rag'" },
@@ -1908,6 +1923,7 @@ requires-dist = [
     { name = "pymilvus", marker = "extra == 'storage-milvus'" },
     { name = "pymssql", marker = "extra == 'datasource-mssql'" },
     { name = "pymysql" },
+    { name = "pyobvector", marker = "extra == 'storage-obvector'" },
     { name = "pypdf", marker = "extra == 'rag'" },
     { name = "pyspark", marker = "extra == 'datasource-spark'" },
     { name = "python-docx", marker = "extra == 'rag'" },
@@ -2230,6 +2246,31 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/87/62/9773de14fe6c45c23649e98b83231fffd7b9892b6cf863251dc2afa73643/einops-0.8.1-py3-none-any.whl", hash = "sha256:919387eb55330f5757c6bea9165c5ff5cfe63a642682ea788a6d472576d81737", size = 64359 },
 ]
 
+[[package]]
+name = "elastic-transport"
+version = "8.17.0"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "urllib3" },
+]
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/d7/82/2a544ac3d9c4ae19acc7f53117251bee20dd65dc3dff01fe55ea45ae9bd9/elastic_transport-8.17.0.tar.gz", hash = "sha256:e755f38f99fa6ec5456e236b8e58f0eb18873ac8fe710f74b91a16dd562de2a5", size = 73304 }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/2a/0d/2dd25c06078070973164b661e0d79868e434998391f9aed74d4070aab270/elastic_transport-8.17.0-py3-none-any.whl", hash = "sha256:59f553300866750e67a38828fede000576562a0e66930c641adb75249e0c95af", size = 64523 },
+]
+
+[[package]]
+name = "elasticsearch"
+version = "8.17.1"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+dependencies = [
+    { name = "elastic-transport" },
+]
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/f2/c2/408130a5e3b2dd7c13f9941df7886a35c7fdbb04757dec3e75f5f8b84184/elasticsearch-8.17.1.tar.gz", hash = "sha256:057ab44cae8b3acffbf826a31678e46eafc38f26fcffa91015352d973299cdf0", size = 540955 }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/80/b6/f0923ed8edddd8e70a8b5271f017944e3f24804b6d115092b97f1e9f7f51/elasticsearch-8.17.1-py3-none-any.whl", hash = "sha256:f1de0a075f12cc0fa377668eb4fb2ce02185c060ebb50cf2c3889242f9a5130e", size = 653961 },
+]
+
 [[package]]
 name = "environs"
 version = "9.5.0"
@@ -6768,6 +6809,23 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/0c/94/e4181a1f6286f545507528c78016e00065ea913276888db2262507693ce5/PyMySQL-1.1.1-py3-none-any.whl", hash = "sha256:4de15da4c61dc132f4fb9ab763063e693d521a80fd0e87943b9a453dd4c19d6c", size = 44972 },
 ]
 
+[[package]]
+name = "pyobvector"
+version = "0.1.19"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+dependencies = [
+    { name = "aiomysql" },
+    { name = "numpy" },
+    { name = "pydantic" },
+    { name = "pymysql" },
+    { name = "sqlalchemy" },
+    { name = "sqlglot" },
+]
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/7b/ea/231230984f2b3ef1f01b64c542d42d6e67cc86cba1b4b2fe27c813171ca0/pyobvector-0.1.19.tar.gz", hash = "sha256:c4f40dd26f7ff9519d6278fe65317c546ec521ebe6194f42a3a986af1103fd5b", size = 35911 }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/a8/11/f3238f9ebeb65958016b13ceda8f9a8b5deab4517b4a529a1bfdfafce690/pyobvector-0.1.19-py3-none-any.whl", hash = "sha256:b4b0776fbf43d9a913ea6bbf75db5f598b73163adf2a04e5c356502b66dcd45f", size = 46072 },
+]
+
 [[package]]
 name = "pyparsing"
 version = "3.2.1"
@@ -8093,6 +8151,15 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/b2/a4/9d9666859613a72b2ad793783309aa7cf4e76d79728875397010f2166248/SQLAlchemy-2.0.28-py3-none-any.whl", hash = "sha256:78bb7e8da0183a8301352d569900d9d3594c48ac21dc1c2ec6b3121ed8b6c986", size = 1869428 },
 ]
 
+[[package]]
+name = "sqlglot"
+version = "26.6.0"
+source = { registry = "https://pypi.tuna.tsinghua.edu.cn/simple" }
+sdist = { url = "https://pypi.tuna.tsinghua.edu.cn/packages/ec/0e/07d21d8b3e28e2cf8db91978ea4b39e6d60afc32f400616edd976cc68525/sqlglot-26.6.0.tar.gz", hash = "sha256:b73af723ee2d239b0ba544dc71b0f33ff6c99817dadb8994f399c144b2d9d46c", size = 5317429 }
+wheels = [
+    { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e0/e6/d4f64343ceca4fc7f802772548eb460a5700733b3f8fddd8c7920f27a947/sqlglot-26.6.0-py3-none-any.whl", hash = "sha256:8c90ebcace2629f7d67c308d9fd148e0906b331357213d9b8905758e67da113f", size = 447607 },
+]
+
 [[package]]
 name = "sqlparse"
 version = "0.4.4"
@@ -9872,78 +9939,6 @@ wheels = [
     { url = "https://pypi.tuna.tsinghua.edu.cn/packages/e7/c0/5b7f019aa798dedfb44c30971e9becf3c6a2db7dde311570178fa66c49c8/vllm-0.7.2-cp38-abi3-manylinux1_x86_64.whl", hash = "sha256:51fcb7d60149f75ec85d457fab6ccd88a2b1a6344c28aad46b0f8776b29e9d47", size = 264277381 },
 ]
 
-[[package]]
-name = "vllm-pascal"
-version = "0.7.2"
-source = { registry = "https://sasha0552.github.io/pascal-pkgs-ci/" }
-dependencies = [
-    { name = "aiohttp", marker = "sys_platform != 'darwin' or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cpu') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda121' and extra == 'extra-17-dbgpt-accelerator-cuda124')" },
-    { name = "blake3", marker = "sys_platform != 'darwin' or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cpu') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-auto' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda118') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cpu' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda121') or (extra == 'extra-17-dbgpt-accelerator-cuda118' and extra == 'extra-17-dbgpt-accelerator-cuda124') or (extra == 'extra-17-dbgpt-accelerator-cuda121' and extra == 'extra-17-dbgpt-accelerator-cuda124')" },
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 name = "wasabi"
 version = "1.1.3"