From 12d10f8db8a677cc7b2dc32b257b3947faecbe7b Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 12:54:59 +0300 Subject: [PATCH 01/16] vlm --- Dockerfile | 9 ++++++--- app/serverless.py | 40 ++++++++++++++++++++++++++++++++++++---- poetry.lock | 41 ++++++++++++++++++++++++++++++++++++++--- pyproject.toml | 2 +- 4 files changed, 81 insertions(+), 11 deletions(-) diff --git a/Dockerfile b/Dockerfile index 9bb0e74..e75d619 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,6 +1,6 @@ ARG POETRY_VERSION=1.6.1 -FROM nvidia/cuda:12.8.1-devel-ubuntu24.04 +FROM lmsysorg/sglang:v0.4.9.post6-cu126 # Allow statements and log messages to immediately appear in the logs ENV PYTHONUNBUFFERED True @@ -9,7 +9,10 @@ RUN apt-get update && apt-get install -y tzdata # ENV TZ Asia/Tokyo RUN apt-get update && \ - apt-get install --yes --no-install-recommends curl g++ libopencv-dev python3 python3-pip python3-dev && \ + apt-get install --yes --no-install-recommends curl g++ libopencv-dev python3 python3-pip python3-dev fonts-noto-core \ + fonts-noto-cjk \ + fontconfig \ + libgl1 && \ rm -rf /var/lib/apt/lists/* @@ -38,7 +41,7 @@ ENV PATH="$APP_HOME/.venv/bin:$PATH" COPY . ./ -RUN /bin/bash -c "mineru-models-download -s huggingface -m pipeline" +RUN /bin/bash -c "mineru-models-download -s huggingface -m all" # Set the entry point to activate the virtual environment and run the command line tool ENTRYPOINT ["/bin/bash", "-c", "export MINERU_MODEL_SOURCE=local && python3 -m app.serverless"] diff --git a/app/serverless.py b/app/serverless.py index d367e88..78c1a13 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -13,6 +13,8 @@ from mineru.backend.pipeline.pipeline_analyze import doc_analyze as pipeline_doc_analyze from mineru.backend.pipeline.pipeline_middle_json_mkcontent import union_make as pipeline_union_make from mineru.backend.pipeline.model_json_to_middle_json import result_to_middle_json as pipeline_result_to_middle_json +from mineru.backend.vlm.vlm_analyze import doc_analyze as vlm_doc_analyze +from mineru.backend.vlm.vlm_middle_json_mkcontent import union_make as vlm_union_make class TimeoutError(Exception): pass @@ -54,6 +56,36 @@ def convert_to_markdown(pdf_bytes, lang="en", parse_method="auto", formula_enabl except Exception as e: raise Exception(f"Error converting PDF to markdown: {str(e)}") +def convert_to_markdown_vlm(pdf_bytes, backend="vlm-sglang-engine", server_url=None): + """Convert PDF bytes to markdown using VLM backends; returns markdown string. + Only server/engine backend is supported as requested. + """ + # Normalize backend to what vlm_doc_analyze expects + normalized_backend = backend[4:] if backend.startswith("vlm-") else backend + with tempfile.TemporaryDirectory() as temp_dir: + image_writer = FileBasedDataWriter(temp_dir) + middle_json, _ = vlm_doc_analyze( + pdf_bytes, + image_writer=image_writer, + backend=normalized_backend, + server_url=server_url, + ) + pdf_info = middle_json["pdf_info"] + return vlm_union_make(pdf_info, MakeMode.MM_MD, "images") + + +def convert_to_markdown_dispatch(pdf_bytes, **kwargs): + """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND. + Defaults to pipeline without changing existing behavior. + """ + backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() + if backend_env == "vlm-sglang-engine": + # Only support server/engine backend as requested; no client here + server_url = os.getenv("MINERU_SGLANG_SERVER_URL") # optional, generally not needed for engine + return convert_to_markdown_vlm(pdf_bytes, backend=backend_env, server_url=server_url) + # Fallback to existing pipeline behavior + return convert_to_markdown(pdf_bytes, **kwargs) + async def async_convert_to_markdown(pdf_bytes, timeout_seconds=None, **kwargs): """Async wrapper with timeout support""" loop = asyncio.get_running_loop() @@ -61,13 +93,13 @@ async def async_convert_to_markdown(pdf_bytes, timeout_seconds=None, **kwargs): if timeout_seconds and timeout_seconds > 0: try: return await asyncio.wait_for( - loop.run_in_executor(None, lambda: convert_to_markdown(pdf_bytes, **kwargs)), + loop.run_in_executor(None, lambda: convert_to_markdown_dispatch(pdf_bytes, **kwargs)), timeout=timeout_seconds ) except asyncio.TimeoutError: raise TimeoutError(f"PDF processing timed out after {timeout_seconds} seconds") else: - return await loop.run_in_executor(None, lambda: convert_to_markdown(pdf_bytes, **kwargs)) + return await loop.run_in_executor(None, lambda: convert_to_markdown_dispatch(pdf_bytes, **kwargs)) async def handler(event): """Main serverless handler - returns only markdown""" @@ -105,7 +137,7 @@ async def handler(event): # Process PDF pdf_bytes = base64.b64decode(base64_content) - + md_content = await async_convert_to_markdown( pdf_bytes=pdf_bytes, timeout_seconds=timeout_seconds, @@ -123,4 +155,4 @@ async def handler(event): return {"error": str(e), "status": "ERROR"} print("Starting RunPod serverless handler...") -runpod.serverless.start({"handler": handler}) \ No newline at end of file +runpod.serverless.start({"handler": handler}) \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index edc812a..9f3badd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,5 +1,38 @@ # This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. +[[package]] +name = "accelerate" +version = "1.10.0" +description = "Accelerate" +optional = false +python-versions = ">=3.9.0" +groups = ["main"] +files = [ + {file = "accelerate-1.10.0-py3-none-any.whl", hash = "sha256:260a72b560e100e839b517a331ec85ed495b3889d12886e79d1913071993c5a3"}, + {file = "accelerate-1.10.0.tar.gz", hash = "sha256:8270568fda9036b5cccdc09703fef47872abccd56eb5f6d53b54ea5fb7581496"}, +] + +[package.dependencies] +huggingface_hub = ">=0.21.0" +numpy = ">=1.17,<3.0.0" +packaging = ">=20.0" +psutil = "*" +pyyaml = "*" +safetensors = ">=0.4.3" +torch = ">=2.0.0" + +[package.extras] +deepspeed = ["deepspeed"] +dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "diffusers", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.11.2,<0.12.0)", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"] +quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.11.2,<0.12.0)"] +rich = ["rich"] +sagemaker = ["sagemaker"] +test-dev = ["bitsandbytes", "datasets", "diffusers", "evaluate", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"] +test-fp8 = ["torchao"] +test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist"] +test-trackers = ["comet-ml", "dvclive", "matplotlib", "mlflow", "swanlab", "tensorboard", "trackio", "wandb"] +testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"] + [[package]] name = "aiodns" version = "3.5.0" @@ -2201,6 +2234,7 @@ files = [ ] [package.dependencies] +accelerate = {version = ">=1.5.1", optional = true, markers = "extra == \"vlm\""} boto3 = ">=1.28.43" click = ">=8.1.7" dill = {version = ">=0.3.8,<1", optional = true, markers = "extra == \"pipeline\""} @@ -2221,6 +2255,7 @@ opencv-python = ">=4.11.0.86" pdftext = ">=0.6.2" pillow = ">=11.0.0" pyclipper = {version = ">=1.3.0,<2", optional = true, markers = "extra == \"pipeline\""} +pydantic = {version = "*", optional = true, markers = "extra == \"vlm\""} pypdf = ">=5.6.0" pypdfium2 = ">=4.30.0" PyYAML = {version = ">=6.0.2,<7", optional = true, markers = "extra == \"pipeline\""} @@ -2228,10 +2263,10 @@ rapid_table = {version = ">=1.0.5,<2.0.0", optional = true, markers = "extra == reportlab = "*" requests = "*" shapely = {version = ">=2.0.7,<3", optional = true, markers = "extra == \"pipeline\""} -torch = {version = ">=2.2.2,<2.5.0 || >2.5.0,<2.5.1 || >2.5.1,<3", optional = true, markers = "extra == \"pipeline\""} +torch = {version = ">=2.6.0,<3", optional = true, markers = "extra == \"vlm\" and extra == \"pipeline\""} torchvision = {version = "*", optional = true, markers = "extra == \"pipeline\""} tqdm = ">=4.67.1" -transformers = {version = ">=4.49.0,<4.51.0 || >4.51.0,<5.0.0", optional = true, markers = "extra == \"pipeline\""} +transformers = {version = ">=4.51.1,<5.0.0", optional = true, markers = "extra == \"vlm\" and extra == \"pipeline\""} ultralytics = {version = ">=8.3.48,<9", optional = true, markers = "extra == \"pipeline\""} [package.extras] @@ -5907,4 +5942,4 @@ propcache = ">=0.2.1" [metadata] lock-version = "2.1" python-versions = ">=3.10,<3.14" -content-hash = "e94eeda8ed832cef40a99485ef07ba16423dddeca1d1ea4e9e57a5c30d3f9c60" +content-hash = "f167797e4be263e1a51321b9dd9833ed66b7a1f180edcb2f23f6ffd75fb69a73" diff --git a/pyproject.toml b/pyproject.toml index 1fdd5b3..fc1f73d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ authors = [ readme = "README.md" requires-python = ">=3.10,<3.14" dependencies = [ - "mineru[pipeline] (>=2.1.11,<3.0.0)", + "mineru[all] (>=2.1.11,<3.0.0)", "runpod (>=1.7.12,<2.0.0)" ] From 9a08afcbc30957546edd49570c997f888afa1bfd Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 12:55:58 +0300 Subject: [PATCH 02/16] auto build --- .github/workflows/image.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/image.yml b/.github/workflows/image.yml index 0906f09..9c01a67 100644 --- a/.github/workflows/image.yml +++ b/.github/workflows/image.yml @@ -8,6 +8,7 @@ on: branches: - main - dev + - feat/vlm workflow_dispatch: jobs: From 478c4fe9605c2924c779fef8a6543b9ef22ab00c Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 13:02:08 +0300 Subject: [PATCH 03/16] fix --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index fc1f73d..f517673 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ authors = [ readme = "README.md" requires-python = ">=3.10,<3.14" dependencies = [ - "mineru[all] (>=2.1.11,<3.0.0)", + "mineru[pipeline,vlm] (>=2.1.11,<3.0.0)", "runpod (>=1.7.12,<2.0.0)" ] From aabcb6b0b242ca1b63d42b88eaf11e4b3f5d2059 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 13:39:49 +0300 Subject: [PATCH 04/16] fix --- poetry.lock | 2671 ++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 2638 insertions(+), 33 deletions(-) diff --git a/poetry.lock b/poetry.lock index 9f3badd..71006c9 100644 --- a/poetry.lock +++ b/poetry.lock @@ -202,6 +202,18 @@ files = [ [package.dependencies] frozenlist = ">=1.1.0" +[[package]] +name = "airportsdata" +version = "20250811" +description = "Extensive database of location and timezone data for nearly every airport and landing strip in the world." +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "airportsdata-20250811-py3-none-any.whl", hash = "sha256:96f37fcf3f7732350b6dd606d2a8faac7e3b610d0c0b2c1637a3d2fab6b5bf39"}, + {file = "airportsdata-20250811.tar.gz", hash = "sha256:844b663c33e85c8f3b932c14c798ef314bec53bda3b14f5694eddc24c7ab4b25"}, +] + [[package]] name = "albucore" version = "0.0.24" @@ -257,6 +269,32 @@ files = [ {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, ] +[[package]] +name = "anthropic" +version = "0.64.0" +description = "The official Python library for the anthropic API" +optional = false +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "anthropic-0.64.0-py3-none-any.whl", hash = "sha256:6f5f7d913a6a95eb7f8e1bda4e75f76670e8acd8d4cd965e02e2a256b0429dd1"}, + {file = "anthropic-0.64.0.tar.gz", hash = "sha256:3d496c91a63dff64f451b3e8e4b238a9640bf87b0c11d0b74ddc372ba5a3fe58"}, +] + +[package.dependencies] +anyio = ">=3.5.0,<5" +distro = ">=1.7.0,<2" +httpx = ">=0.25.0,<1" +jiter = ">=0.4.0,<1" +pydantic = ">=1.9.0,<3" +sniffio = "*" +typing-extensions = ">=4.10,<5" + +[package.extras] +aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"] +bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"] +vertex = ["google-auth[requests] (>=2,<3)"] + [[package]] name = "antlr4-python3-runtime" version = "4.9.3" @@ -291,6 +329,22 @@ doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""] trio = ["trio (>=0.26.1)"] +[[package]] +name = "asttokens" +version = "3.0.0" +description = "Annotate AST trees with source code positions" +optional = false +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"}, + {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"}, +] + +[package.extras] +astroid = ["astroid (>=2,<4)"] +test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"] + [[package]] name = "async-timeout" version = "5.0.1" @@ -401,6 +455,24 @@ files = [ tests = ["pytest (>=3.2.1,!=3.3.0)"] typecheck = ["mypy"] +[[package]] +name = "blobfile" +version = "3.0.0" +description = "Read GCS, ABS and local paths with the same interface, clone of tensorflow.io.gfile" +optional = false +python-versions = ">=3.8.0" +groups = ["main"] +files = [ + {file = "blobfile-3.0.0-py3-none-any.whl", hash = "sha256:48ecc3307e622804bd8fe13bf6f40e6463c4439eba7a1f9ad49fd78aa63cc658"}, + {file = "blobfile-3.0.0.tar.gz", hash = "sha256:32ec777414de7bb2a76ca812a838f0d33327ca28ae844a253503cde625cdf2f1"}, +] + +[package.dependencies] +filelock = ">=3.0" +lxml = ">=4.9" +pycryptodomex = ">=3.8" +urllib3 = ">=1.25.3,<3" + [[package]] name = "boto3" version = "1.38.37" @@ -618,6 +690,29 @@ files = [ [package.dependencies] cffi = ">=1.0.0" +[[package]] +name = "build" +version = "1.3.0" +description = "A simple, correct Python build frontend" +optional = false +python-versions = ">=3.9" +groups = ["main"] +files = [ + {file = "build-1.3.0-py3-none-any.whl", hash = "sha256:7145f0b5061ba90a1500d60bd1b13ca0a8a4cebdd0cc16ed8adf1c0e739f43b4"}, + {file = "build-1.3.0.tar.gz", hash = "sha256:698edd0ea270bde950f53aed21f3a0135672206f3911e0176261a31e0e07b397"}, +] + +[package.dependencies] +colorama = {version = "*", markers = "os_name == \"nt\""} +importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""} +packaging = ">=19.1" +pyproject_hooks = "*" +tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} + +[package.extras] +uv = ["uv (>=0.1.18)"] +virtualenv = ["virtualenv (>=20.11) ; python_version < \"3.10\"", "virtualenv (>=20.17) ; python_version >= \"3.10\" and python_version < \"3.14\"", "virtualenv (>=20.31) ; python_version >= \"3.14\""] + [[package]] name = "certifi" version = "2025.6.15" @@ -839,6 +934,18 @@ files = [ [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} +[[package]] +name = "cloudpickle" +version = "3.1.1" +description = "Pickler class to extend the standard pickle.Pickler functionality" +optional = false +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"}, + {file = "cloudpickle-3.1.1.tar.gz", hash = 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!= \"cygwin\""] +cover = ["pytest-cov"] +doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +enabler = ["pytest-enabler (>=2.2)"] +test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] + [metadata] lock-version = "2.1" python-versions = ">=3.10,<3.14" -content-hash = "f167797e4be263e1a51321b9dd9833ed66b7a1f180edcb2f23f6ffd75fb69a73" +content-hash = "0774a565df2c2706cf0537b73ff812b44935377e72af532d37a600f8cc431d5e" From b61f532b504b59159a65424e9ea1b4369d633288 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 13:40:23 +0300 Subject: [PATCH 05/16] fix --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index f517673..4d613c0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ authors = [ readme = "README.md" requires-python = ">=3.10,<3.14" dependencies = [ - "mineru[pipeline,vlm] (>=2.1.11,<3.0.0)", + "mineru[pipeline,vlm,sglang] (>=2.1.11,<3.0.0)", "runpod (>=1.7.12,<2.0.0)" ] From f9c31e4758620ff6a6184a484aabf39999094ce8 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 14:26:12 +0300 Subject: [PATCH 06/16] fix --- app/serverless.py | 29 ++++++++++++++--------------- 1 file changed, 14 insertions(+), 15 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index 78c1a13..cc15093 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -4,6 +4,7 @@ import asyncio import tempfile import copy +from concurrent.futures import ThreadPoolExecutor, TimeoutError as FuturesTimeoutError import runpod @@ -86,23 +87,21 @@ def convert_to_markdown_dispatch(pdf_bytes, **kwargs): # Fallback to existing pipeline behavior return convert_to_markdown(pdf_bytes, **kwargs) -async def async_convert_to_markdown(pdf_bytes, timeout_seconds=None, **kwargs): - """Async wrapper with timeout support""" - loop = asyncio.get_running_loop() - - if timeout_seconds and timeout_seconds > 0: + +def convert_to_markdown_with_timeout(pdf_bytes, timeout_seconds=None, **kwargs): + """Run conversion in a separate thread with an optional timeout without using signals.""" + with ThreadPoolExecutor(max_workers=1) as executor: + future = executor.submit(convert_to_markdown_dispatch, pdf_bytes, **kwargs) try: - return await asyncio.wait_for( - loop.run_in_executor(None, lambda: convert_to_markdown_dispatch(pdf_bytes, **kwargs)), - timeout=timeout_seconds - ) - except asyncio.TimeoutError: + if timeout_seconds and timeout_seconds > 0: + return future.result(timeout=timeout_seconds) + return future.result() + except FuturesTimeoutError: raise TimeoutError(f"PDF processing timed out after {timeout_seconds} seconds") - else: - return await loop.run_in_executor(None, lambda: convert_to_markdown_dispatch(pdf_bytes, **kwargs)) -async def handler(event): - """Main serverless handler - returns only markdown""" + +def handler(event): + """Main serverless handler - returns only markdown (synchronous).""" try: input_data = event.get("input", {}) base64_content = input_data.get("file_content") @@ -138,7 +137,7 @@ async def handler(event): # Process PDF pdf_bytes = base64.b64decode(base64_content) - md_content = await async_convert_to_markdown( + md_content = convert_to_markdown_with_timeout( pdf_bytes=pdf_bytes, timeout_seconds=timeout_seconds, lang=lang, From 2c533ba0e8c7e07b791c793bfe40443636bc6cda Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 14:57:45 +0300 Subject: [PATCH 07/16] fixxx --- app/serverless.py | 83 +++++++++++++++++++++++++++++++++++++++++------ 1 file changed, 73 insertions(+), 10 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index cc15093..f533eb9 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -1,10 +1,9 @@ import base64 import os import time -import asyncio import tempfile import copy -from concurrent.futures import ThreadPoolExecutor, TimeoutError as FuturesTimeoutError +from concurrent.futures import ProcessPoolExecutor, TimeoutError as FuturesTimeoutError import runpod @@ -88,14 +87,72 @@ def convert_to_markdown_dispatch(pdf_bytes, **kwargs): return convert_to_markdown(pdf_bytes, **kwargs) -def convert_to_markdown_with_timeout(pdf_bytes, timeout_seconds=None, **kwargs): - """Run conversion in a separate thread with an optional timeout without using signals.""" - with ThreadPoolExecutor(max_workers=1) as executor: - future = executor.submit(convert_to_markdown_dispatch, pdf_bytes, **kwargs) +def _convert_entry(args_tuple): + """Top-level helper for subprocess execution.""" + ( + pdf_bytes, + backend_env, + server_url, + lang, + parse_method, + formula_enable, + table_enable, + ) = args_tuple + if backend_env: + os.environ["MINERU_BACKEND"] = backend_env + if server_url: + os.environ["MINERU_SGLANG_SERVER_URL"] = server_url + return convert_to_markdown_dispatch( + pdf_bytes, + lang=lang, + parse_method=parse_method, + formula_enable=formula_enable, + table_enable=table_enable, + ) + + +def convert_to_markdown_with_timeout( + pdf_bytes, + timeout_seconds=None, + *, + backend_env: str | None, + server_url: str | None, + lang: str, + parse_method: str, + formula_enable: bool, + table_enable: bool, +): + """Run conversion in a separate process with an optional timeout. + Keeps conversion in the main thread when no timeout is requested. + """ + # If no timeout, run inline in the main process/thread to allow libraries that require main-thread signals. + if not timeout_seconds or timeout_seconds <= 0: + # Ensure env is applied for inline run as well + if backend_env: + os.environ["MINERU_BACKEND"] = backend_env + if server_url: + os.environ["MINERU_SGLANG_SERVER_URL"] = server_url + return convert_to_markdown_dispatch( + pdf_bytes, + lang=lang, + parse_method=parse_method, + formula_enable=formula_enable, + table_enable=table_enable, + ) + + args_tuple = ( + pdf_bytes, + backend_env, + server_url, + lang, + parse_method, + formula_enable, + table_enable, + ) + with ProcessPoolExecutor(max_workers=1) as executor: + future = executor.submit(_convert_entry, args_tuple) try: - if timeout_seconds and timeout_seconds > 0: - return future.result(timeout=timeout_seconds) - return future.result() + return future.result(timeout=timeout_seconds) except FuturesTimeoutError: raise TimeoutError(f"PDF processing timed out after {timeout_seconds} seconds") @@ -137,13 +194,19 @@ def handler(event): # Process PDF pdf_bytes = base64.b64decode(base64_content) + # Read backend envs once and pass into subprocess when needed + backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() + server_url = os.getenv("MINERU_SGLANG_SERVER_URL") + md_content = convert_to_markdown_with_timeout( pdf_bytes=pdf_bytes, timeout_seconds=timeout_seconds, + backend_env=backend_env, + server_url=server_url, lang=lang, parse_method=parse_method, formula_enable=formula_enable, - table_enable=table_enable + table_enable=table_enable, ) return {"markdown": md_content, "status": "SUCCESS"} From 91911fd8aac6d97fd714cf6f3c73817f630d2c05 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 15:31:29 +0300 Subject: [PATCH 08/16] fix --- app/serverless.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index f533eb9..9cfc770 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -216,5 +216,6 @@ def handler(event): except Exception as e: return {"error": str(e), "status": "ERROR"} -print("Starting RunPod serverless handler...") -runpod.serverless.start({"handler": handler}) \ No newline at end of file +if __name__ == "__main__": + print("Starting RunPod serverless handler...") + runpod.serverless.start({"handler": handler}) \ No newline at end of file From 2267206c0d5cfffd0ba2b55075dfd29839a64ede Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Wed, 20 Aug 2025 20:25:43 +0300 Subject: [PATCH 09/16] simplify --- app/serverless.py | 168 +++++++--------------------------------------- 1 file changed, 26 insertions(+), 142 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index 9cfc770..69f62eb 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -2,207 +2,93 @@ import os import time import tempfile -import copy -from concurrent.futures import ProcessPoolExecutor, TimeoutError as FuturesTimeoutError import runpod -# New mineru imports -from mineru.data.data_reader_writer import FileBasedDataWriter -from mineru.utils.enum_class import MakeMode -from mineru.backend.pipeline.pipeline_analyze import doc_analyze as pipeline_doc_analyze -from mineru.backend.pipeline.pipeline_middle_json_mkcontent import union_make as pipeline_union_make -from mineru.backend.pipeline.model_json_to_middle_json import result_to_middle_json as pipeline_result_to_middle_json -from mineru.backend.vlm.vlm_analyze import doc_analyze as vlm_doc_analyze -from mineru.backend.vlm.vlm_middle_json_mkcontent import union_make as vlm_union_make class TimeoutError(Exception): pass + def convert_to_markdown(pdf_bytes, lang="en", parse_method="auto", formula_enable=True, table_enable=True): """Convert PDF bytes to markdown - returns only the markdown string""" - try: - # Analyze the PDF + # Lazy imports to avoid import-time signal handling in non-main threads + from mineru.data.data_reader_writer import FileBasedDataWriter + from mineru.utils.enum_class import MakeMode + from mineru.backend.pipeline.pipeline_analyze import doc_analyze as pipeline_doc_analyze + from mineru.backend.pipeline.pipeline_middle_json_mkcontent import union_make as pipeline_union_make + from mineru.backend.pipeline.model_json_to_middle_json import result_to_middle_json as pipeline_result_to_middle_json + infer_results, all_image_lists, all_pdf_docs, lang_list_result, ocr_enabled_list = pipeline_doc_analyze( - [pdf_bytes], - [lang], - parse_method=parse_method, - formula_enable=formula_enable, - table_enable=table_enable + [pdf_bytes], [lang], parse_method=parse_method, formula_enable=formula_enable, table_enable=table_enable ) - - # Process results + model_list = infer_results[0] images_list = all_image_lists[0] pdf_doc = all_pdf_docs[0] _lang = lang_list_result[0] _ocr_enable = ocr_enabled_list[0] - - # Create temporary image directory for any image processing + with tempfile.TemporaryDirectory() as temp_dir: image_writer = FileBasedDataWriter(temp_dir) - - # Convert to middle JSON format middle_json = pipeline_result_to_middle_json( - model_list, images_list, pdf_doc, image_writer, - _lang, _ocr_enable, formula_enable + model_list, images_list, pdf_doc, image_writer, _lang, _ocr_enable, formula_enable ) - - # Generate and return markdown pdf_info = middle_json["pdf_info"] return pipeline_union_make(pdf_info, MakeMode.MM_MD, "images") - except Exception as e: raise Exception(f"Error converting PDF to markdown: {str(e)}") + def convert_to_markdown_vlm(pdf_bytes, backend="vlm-sglang-engine", server_url=None): - """Convert PDF bytes to markdown using VLM backends; returns markdown string. - Only server/engine backend is supported as requested. - """ - # Normalize backend to what vlm_doc_analyze expects + """Convert PDF bytes to markdown using VLM backends; returns markdown string.""" + # Lazy imports to avoid import-time signal handling in non-main threads + from mineru.data.data_reader_writer import FileBasedDataWriter + from mineru.utils.enum_class import MakeMode + from mineru.backend.vlm.vlm_analyze import doc_analyze as vlm_doc_analyze + from mineru.backend.vlm.vlm_middle_json_mkcontent import union_make as vlm_union_make + normalized_backend = backend[4:] if backend.startswith("vlm-") else backend with tempfile.TemporaryDirectory() as temp_dir: image_writer = FileBasedDataWriter(temp_dir) middle_json, _ = vlm_doc_analyze( - pdf_bytes, - image_writer=image_writer, - backend=normalized_backend, - server_url=server_url, + pdf_bytes, image_writer=image_writer, backend=normalized_backend, server_url=server_url ) pdf_info = middle_json["pdf_info"] return vlm_union_make(pdf_info, MakeMode.MM_MD, "images") def convert_to_markdown_dispatch(pdf_bytes, **kwargs): - """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND. - Defaults to pipeline without changing existing behavior. - """ + """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND.""" backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() if backend_env == "vlm-sglang-engine": - # Only support server/engine backend as requested; no client here - server_url = os.getenv("MINERU_SGLANG_SERVER_URL") # optional, generally not needed for engine + server_url = os.getenv("MINERU_SGLANG_SERVER_URL") return convert_to_markdown_vlm(pdf_bytes, backend=backend_env, server_url=server_url) - # Fallback to existing pipeline behavior return convert_to_markdown(pdf_bytes, **kwargs) -def _convert_entry(args_tuple): - """Top-level helper for subprocess execution.""" - ( - pdf_bytes, - backend_env, - server_url, - lang, - parse_method, - formula_enable, - table_enable, - ) = args_tuple - if backend_env: - os.environ["MINERU_BACKEND"] = backend_env - if server_url: - os.environ["MINERU_SGLANG_SERVER_URL"] = server_url - return convert_to_markdown_dispatch( - pdf_bytes, - lang=lang, - parse_method=parse_method, - formula_enable=formula_enable, - table_enable=table_enable, - ) - - -def convert_to_markdown_with_timeout( - pdf_bytes, - timeout_seconds=None, - *, - backend_env: str | None, - server_url: str | None, - lang: str, - parse_method: str, - formula_enable: bool, - table_enable: bool, -): - """Run conversion in a separate process with an optional timeout. - Keeps conversion in the main thread when no timeout is requested. - """ - # If no timeout, run inline in the main process/thread to allow libraries that require main-thread signals. - if not timeout_seconds or timeout_seconds <= 0: - # Ensure env is applied for inline run as well - if backend_env: - os.environ["MINERU_BACKEND"] = backend_env - if server_url: - os.environ["MINERU_SGLANG_SERVER_URL"] = server_url - return convert_to_markdown_dispatch( - pdf_bytes, - lang=lang, - parse_method=parse_method, - formula_enable=formula_enable, - table_enable=table_enable, - ) - - args_tuple = ( - pdf_bytes, - backend_env, - server_url, - lang, - parse_method, - formula_enable, - table_enable, - ) - with ProcessPoolExecutor(max_workers=1) as executor: - future = executor.submit(_convert_entry, args_tuple) - try: - return future.result(timeout=timeout_seconds) - except FuturesTimeoutError: - raise TimeoutError(f"PDF processing timed out after {timeout_seconds} seconds") - - def handler(event): - """Main serverless handler - returns only markdown (synchronous).""" try: input_data = event.get("input", {}) base64_content = input_data.get("file_content") filename = input_data.get("filename") - timeout = input_data.get("timeout") - created_at = input_data.get("created_at") - - # Processing options + lang = input_data.get("lang", "en") parse_method = input_data.get("parse_method", "auto") formula_enable = input_data.get("formula_enable", True) table_enable = input_data.get("table_enable", True) - # Calculate remaining timeout - timeout_seconds = None - if timeout: - timeout_seconds = int(timeout) / 1000 - if created_at: - elapsed = time.time() - (created_at / 1000) - if elapsed >= timeout_seconds: - return {"error": "Request timed out before processing", "status": "TIMEOUT"} - timeout_seconds = max(0, timeout_seconds - elapsed) - if timeout_seconds < 1: - return {"error": "Insufficient time remaining", "status": "TIMEOUT"} - - # Validate input if not base64_content or not filename: return {"error": "Missing file_content or filename", "status": "ERROR"} if not filename.lower().endswith('.pdf'): return {"error": "Only PDF files supported", "status": "ERROR"} - # Process PDF pdf_bytes = base64.b64decode(base64_content) - # Read backend envs once and pass into subprocess when needed - backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() - server_url = os.getenv("MINERU_SGLANG_SERVER_URL") - - md_content = convert_to_markdown_with_timeout( + md_content = convert_to_markdown_dispatch( pdf_bytes=pdf_bytes, - timeout_seconds=timeout_seconds, - backend_env=backend_env, - server_url=server_url, lang=lang, parse_method=parse_method, formula_enable=formula_enable, @@ -210,12 +96,10 @@ def handler(event): ) return {"markdown": md_content, "status": "SUCCESS"} - - except TimeoutError as e: - return {"error": str(e), "status": "TIMEOUT"} except Exception as e: return {"error": str(e), "status": "ERROR"} + if __name__ == "__main__": print("Starting RunPod serverless handler...") runpod.serverless.start({"handler": handler}) \ No newline at end of file From 6ed9d743f52df11ec0bae302427c89b099da8c13 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Thu, 18 Sep 2025 16:30:29 +0300 Subject: [PATCH 10/16] update mineru --- poetry.lock | 2781 +++--------------------------------------------- pyproject.toml | 2 +- 2 files changed, 155 insertions(+), 2628 deletions(-) diff --git a/poetry.lock b/poetry.lock index 71006c9..b22de25 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,38 +1,5 @@ # This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand. -[[package]] -name = "accelerate" -version = "1.10.0" -description = "Accelerate" -optional = false -python-versions = ">=3.9.0" -groups = ["main"] -files = [ - {file = "accelerate-1.10.0-py3-none-any.whl", hash = "sha256:260a72b560e100e839b517a331ec85ed495b3889d12886e79d1913071993c5a3"}, - {file = "accelerate-1.10.0.tar.gz", hash = "sha256:8270568fda9036b5cccdc09703fef47872abccd56eb5f6d53b54ea5fb7581496"}, -] - -[package.dependencies] -huggingface_hub = ">=0.21.0" -numpy = ">=1.17,<3.0.0" -packaging = ">=20.0" -psutil = "*" -pyyaml = "*" -safetensors = ">=0.4.3" -torch = ">=2.0.0" - -[package.extras] -deepspeed = ["deepspeed"] -dev = ["bitsandbytes", "black (>=23.1,<24.0)", "datasets", "diffusers", "evaluate", "hf-doc-builder (>=0.3.0)", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist", "rich", "ruff (>=0.11.2,<0.12.0)", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"] -quality = ["black (>=23.1,<24.0)", "hf-doc-builder (>=0.3.0)", "ruff (>=0.11.2,<0.12.0)"] -rich = ["rich"] -sagemaker = ["sagemaker"] -test-dev = ["bitsandbytes", "datasets", "diffusers", "evaluate", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"] -test-fp8 = ["torchao"] -test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-order", "pytest-subtests", "pytest-xdist"] -test-trackers = ["comet-ml", "dvclive", "matplotlib", "mlflow", "swanlab", "tensorboard", "trackio", "wandb"] -testing = ["bitsandbytes", "datasets", "diffusers", 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a/pyproject.toml b/pyproject.toml index 7f93b4b..5af68c7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ authors = [ readme = "README.md" requires-python = ">=3.10,<3.14" dependencies = [ - "mineru[pipeline] (>=2.2.2,<3.0.0)", + "mineru[pipeline,vlm,sglang] (>=2.2.2,<3.0.0)", "runpod (>=1.7.12,<2.0.0)", "pypdf (>=4.2.0,<6.0.0)" ] From e951de3dcff832ae798b67d29c9250bc59370b72 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Thu, 18 Sep 2025 20:32:46 +0300 Subject: [PATCH 12/16] fix init? --- app/serverless.py | 29 +++++++++++++++++++++++++++++ 1 file changed, 29 insertions(+) diff --git a/app/serverless.py b/app/serverless.py index 6cb759b..c17c27e 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -10,6 +10,35 @@ from pypdf import PdfReader, PdfWriter +# # Ensure MinerU custom HF classes are available and optionally pre-initialize sglang engine +# try: +# # Importing registers custom model types and/or enables custom code for AutoConfig +# from mineru.backend.vlm.hf_predictor import HuggingfacePredictor # noqa: F401 +# except Exception: +# pass +# try: +# from mineru.backend.vlm.predictor import get_predictor # noqa: F401 +# except Exception: +# pass + +def _maybe_init_sglang_engine_in_main() -> None: + """Initialize sglang engine in the main process if requested via env. + + Per MinerU guidance, sglang-engine must be initialized in the main process. + This avoids scheduler failures when workers spawn without prior initialization. + """ + backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() + if backend_env == "vlm-sglang-engine": + try: + from mineru.backend.vlm.vlm_analyze import ModelSingleton + # Initialize once; ModelSingleton handles idempotency + ModelSingleton().get_model("sglang-engine", None, None) + except Exception: + # Defer detailed errors to runtime path to avoid import-time crashes + pass + +_maybe_init_sglang_engine_in_main() + class TimeoutError(Exception): pass From 10d7d62d1c479661bcef6fadf07eb7bccfd55265 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Thu, 18 Sep 2025 20:35:19 +0300 Subject: [PATCH 13/16] wip --- app/serverless.py | 102 +++++++++++++++++++++++++++++++++++++++++++--- 1 file changed, 96 insertions(+), 6 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index c17c27e..3fafc86 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -4,6 +4,7 @@ import tempfile import copy import io +import asyncio import runpod @@ -118,13 +119,101 @@ def convert_to_markdown_vlm(pdf_bytes, backend="vlm-sglang-engine", server_url=N return vlm_union_make(pdf_info, MakeMode.MM_MD, "images") -def convert_to_markdown_dispatch(pdf_bytes, **kwargs): - """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND.""" +def _convert_to_markdown_via_aio( + pdf_bytes: bytes, + filename: str, + *, + lang: str = "en", + backend: str = "pipeline", + parse_method: str = "auto", + formula_enable: bool = True, + table_enable: bool = True, + server_url: str | None = None, + max_pages: int | None = None, +) -> str: + """Use MinerU's aio_do_parse to produce markdown and return its content.""" + # Lazy import to keep module import light + from mineru.cli.common import aio_do_parse + + # Map max_pages to end_page_id semantics (inclusive end index) + start_page_id = 0 + end_page_id = None + if max_pages is not None: + try: + max_pages_int = int(max_pages) + if max_pages_int > 0: + end_page_id = max_pages_int - 1 + except Exception: + raise Exception("Invalid max_pages value; must be an integer") + + with tempfile.TemporaryDirectory() as output_dir: + # Run async parse + async def _run(): + await aio_do_parse( + output_dir=output_dir, + pdf_file_names=[filename], + pdf_bytes_list=[pdf_bytes], + p_lang_list=[lang], + backend=backend, + parse_method=parse_method, + formula_enable=formula_enable, + table_enable=table_enable, + server_url=server_url, + f_draw_layout_bbox=False, + f_draw_span_bbox=False, + f_dump_md=True, + f_dump_middle_json=False, + f_dump_model_output=False, + f_dump_orig_pdf=False, + f_dump_content_list=False, + start_page_id=start_page_id, + end_page_id=end_page_id, + ) + + asyncio.run(_run()) + + # Locate markdown file + parse_subdir = parse_method if backend.startswith("pipeline") else "vlm" + parse_dir = os.path.join(output_dir, filename, parse_subdir) + md_path = os.path.join(parse_dir, f"{filename}.md") + if not os.path.exists(md_path): + raise Exception("Markdown output not found after parsing") + with open(md_path, "r", encoding="utf-8") as f: + return f.read() + + +def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): + """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND. + + Prefer using aio_do_parse to match official MinerU entrypoints. + """ backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() - if backend_env == "vlm-sglang-engine": - server_url = os.getenv("MINERU_SGLANG_SERVER_URL") - return convert_to_markdown_vlm(pdf_bytes, backend=backend_env, server_url=server_url) - return convert_to_markdown(pdf_bytes, **kwargs) + server_url = os.getenv("MINERU_SGLANG_SERVER_URL") + lang = kwargs.get("lang", "en") + parse_method = kwargs.get("parse_method", "auto") + formula_enable = kwargs.get("formula_enable", True) + table_enable = kwargs.get("table_enable", True) + max_pages = kwargs.get("max_pages") + + if filename is None: + filename = "document" + + # Use aio_do_parse path for both pipeline and vlm backends + if backend_env.startswith("vlm"): + parse_method = "vlm" + backend_for_aio = backend_env + return _convert_to_markdown_via_aio( + pdf_bytes, + filename, + lang=lang, + backend=backend_for_aio, + parse_method=parse_method, + formula_enable=formula_enable, + table_enable=table_enable, + server_url=server_url, + max_pages=max_pages, + ) + def handler(event): @@ -163,6 +252,7 @@ def handler(event): md_content = convert_to_markdown_dispatch( pdf_bytes=pdf_bytes, + filename=os.path.splitext(os.path.basename(filename))[0] if filename else "document", lang=lang, parse_method=parse_method, formula_enable=formula_enable, From 3be0215cd5c463745d7a7e00dab98a77feb46bf4 Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Thu, 18 Sep 2025 21:22:48 +0300 Subject: [PATCH 14/16] async --- app/serverless.py | 54 ++++++++++++++++++++++------------------------- 1 file changed, 25 insertions(+), 29 deletions(-) diff --git a/app/serverless.py b/app/serverless.py index 3fafc86..1722c3b 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -119,7 +119,7 @@ def convert_to_markdown_vlm(pdf_bytes, backend="vlm-sglang-engine", server_url=N return vlm_union_make(pdf_info, MakeMode.MM_MD, "images") -def _convert_to_markdown_via_aio( +async def _convert_to_markdown_via_aio( pdf_bytes: bytes, filename: str, *, @@ -147,30 +147,26 @@ def _convert_to_markdown_via_aio( raise Exception("Invalid max_pages value; must be an integer") with tempfile.TemporaryDirectory() as output_dir: - # Run async parse - async def _run(): - await aio_do_parse( - output_dir=output_dir, - pdf_file_names=[filename], - pdf_bytes_list=[pdf_bytes], - p_lang_list=[lang], - backend=backend, - parse_method=parse_method, - formula_enable=formula_enable, - table_enable=table_enable, - server_url=server_url, - f_draw_layout_bbox=False, - f_draw_span_bbox=False, - f_dump_md=True, - f_dump_middle_json=False, - f_dump_model_output=False, - f_dump_orig_pdf=False, - f_dump_content_list=False, - start_page_id=start_page_id, - end_page_id=end_page_id, - ) - - asyncio.run(_run()) + await aio_do_parse( + output_dir=output_dir, + pdf_file_names=[filename], + pdf_bytes_list=[pdf_bytes], + p_lang_list=[lang], + backend=backend, + parse_method=parse_method, + formula_enable=formula_enable, + table_enable=table_enable, + server_url=server_url, + f_draw_layout_bbox=False, + f_draw_span_bbox=False, + f_dump_md=True, + f_dump_middle_json=False, + f_dump_model_output=False, + f_dump_orig_pdf=False, + f_dump_content_list=False, + start_page_id=start_page_id, + end_page_id=end_page_id, + ) # Locate markdown file parse_subdir = parse_method if backend.startswith("pipeline") else "vlm" @@ -182,7 +178,7 @@ async def _run(): return f.read() -def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): +async def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): """Dispatch to pipeline or VLM engine based on env MINERU_BACKEND. Prefer using aio_do_parse to match official MinerU entrypoints. @@ -202,7 +198,7 @@ def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): if backend_env.startswith("vlm"): parse_method = "vlm" backend_for_aio = backend_env - return _convert_to_markdown_via_aio( + return await _convert_to_markdown_via_aio( pdf_bytes, filename, lang=lang, @@ -216,7 +212,7 @@ def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): -def handler(event): +async def handler(event): try: input_data = event.get("input", {}) base64_content = input_data.get("file_content") @@ -250,7 +246,7 @@ def handler(event): # Process PDF pdf_bytes = base64.b64decode(base64_content) - md_content = convert_to_markdown_dispatch( + md_content = await convert_to_markdown_dispatch( pdf_bytes=pdf_bytes, filename=os.path.splitext(os.path.basename(filename))[0] if filename else "document", lang=lang, From 0bc4e6223bb25dea78809296fc08bc4ce960315c Mon Sep 17 00:00:00 2001 From: Thomas Kosmas Date: Fri, 19 Sep 2025 20:48:25 +0300 Subject: [PATCH 15/16] mineru 2.5 --- Dockerfile | 2 +- app/serverless.py | 26 +- poetry.lock | 2418 ++++++++++++++++++--------------------------- pyproject.toml | 4 +- 4 files changed, 954 insertions(+), 1496 deletions(-) diff --git a/Dockerfile b/Dockerfile index 789ef39..6aea18c 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,6 +1,6 @@ ARG POETRY_VERSION=1.6.1 -FROM lmsysorg/sglang:v0.4.9.post6-cu126 +FROM vllm/vllm-openai:v0.10.1.1 # Allow statements and log messages to immediately appear in the logs ENV PYTHONUNBUFFERED True diff --git a/app/serverless.py b/app/serverless.py index 1722c3b..0133ce4 100644 --- a/app/serverless.py +++ b/app/serverless.py @@ -22,23 +22,25 @@ # except Exception: # pass -def _maybe_init_sglang_engine_in_main() -> None: - """Initialize sglang engine in the main process if requested via env. +def _maybe_init_engine_in_main() -> None: + """Initialize VLM engine in the main process if requested via env. Per MinerU guidance, sglang-engine must be initialized in the main process. This avoids scheduler failures when workers spawn without prior initialization. """ backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() - if backend_env == "vlm-sglang-engine": - try: - from mineru.backend.vlm.vlm_analyze import ModelSingleton - # Initialize once; ModelSingleton handles idempotency - ModelSingleton().get_model("sglang-engine", None, None) - except Exception: - # Defer detailed errors to runtime path to avoid import-time crashes - pass + from mineru.backend.vlm.vlm_analyze import ModelSingleton + + + try: + + if backend_env == "vlm-vllm-async-engine": + ModelSingleton().get_model("vllm-async-engine", None, None) + except Exception: + # Defer detailed errors to runtime path to avoid import-time crashes + pass -_maybe_init_sglang_engine_in_main() +_maybe_init_engine_in_main() class TimeoutError(Exception): pass @@ -184,7 +186,7 @@ async def convert_to_markdown_dispatch(pdf_bytes, filename=None, **kwargs): Prefer using aio_do_parse to match official MinerU entrypoints. """ backend_env = os.getenv("MINERU_BACKEND", "pipeline").lower() - server_url = os.getenv("MINERU_SGLANG_SERVER_URL") + server_url = os.getenv("MINERU_VLM_SERVER_URL") or os.getenv("MINERU_SGLANG_SERVER_URL") lang = kwargs.get("lang", "en") parse_method = kwargs.get("parse_method", "auto") formula_enable = kwargs.get("formula_enable", True) diff --git a/poetry.lock b/poetry.lock index 34ccec0..0d8a713 100644 --- a/poetry.lock +++ b/poetry.lock @@ -48,6 +48,18 @@ files = [ [package.dependencies] pycares = ">=4.9.0" +[[package]] +name = "aiofiles" +version = "24.1.0" +description = "File support for asyncio." +optional = false +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, + {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"}, +] + [[package]] name = "aiohappyeyeballs" version = "2.6.1" 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libraries" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08ed2686e9875d01b58e3cb379c6896df8e76c75e0d4a7f7dace3d7b6d9ef8eb"}, {file = "nvidia_cublas_cu12-12.6.4.1-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:235f728d6e2a409eddf1df58d5b0921cf80cfa9e72b9f2775ccb7b4a87984668"}, @@ -3567,7 +3567,7 @@ description = "CUDA profiling tools runtime libs." optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_cupti_cu12-12.6.80-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = 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"platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6116fad3e049e04791c0256a9778c16237837c08b27ed8c8401e2e45de8d60cd"}, {file = "nvidia_cuda_runtime_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d461264ecb429c84c8879a7153499ddc7b19b5f8d84c204307491989a365588e"}, @@ -3613,7 +3613,7 @@ description = "cuDNN runtime libraries" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cudnn_cu12-9.5.1.17-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:9fd4584468533c61873e5fda8ca41bac3a38bcb2d12350830c69b0a96a7e4def"}, {file = 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"platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cc23469d1c7e52ce6c1d55253273d32c565dd22068647f3aa59b3c6b005bf159"}, {file = "nvidia_cufile_cu12-1.11.1.6-py3-none-manylinux_2_27_aarch64.whl", hash = "sha256:8f57a0051dcf2543f6dc2b98a98cb2719c37d3cee1baba8965d57f3bbc90d4db"}, @@ -3662,7 +3662,7 @@ description = "CURAND native runtime libraries" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:6e82df077060ea28e37f48a3ec442a8f47690c7499bff392a5938614b56c98d8"}, {file = "nvidia_curand_cu12-10.3.7.77-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a42cd1344297f70b9e39a1e4f467a4e1c10f1da54ff7a85c12197f6c652c8bdf"}, @@ -3678,7 +3678,7 @@ description = "CUDA solver native runtime libraries" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0ce237ef60acde1efc457335a2ddadfd7610b892d94efee7b776c64bb1cac9e0"}, {file = "nvidia_cusolver_cu12-11.7.1.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e9e49843a7707e42022babb9bcfa33c29857a93b88020c4e4434656a655b698c"}, @@ -3699,7 +3699,7 @@ description = "CUSPARSE native runtime libraries" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d25b62fb18751758fe3c93a4a08eff08effedfe4edf1c6bb5afd0890fe88f887"}, {file = "nvidia_cusparse_cu12-12.5.4.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7aa32fa5470cf754f72d1116c7cbc300b4e638d3ae5304cfa4a638a5b87161b1"}, @@ -3718,7 +3718,7 @@ description = "NVIDIA cuSPARSELt" optional = false python-versions = "*" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8371549623ba601a06322af2133c4a44350575f5a3108fb75f3ef20b822ad5f1"}, {file = "nvidia_cusparselt_cu12-0.6.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:e5c8a26c36445dd2e6812f1177978a24e2d37cacce7e090f297a688d1ec44f46"}, @@ -3732,7 +3732,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5c196e95e832ad30fbbb50381eb3cbd1fadd5675e587a548563993609af19522"}, {file = "nvidia_nccl_cu12-2.26.2-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:694cf3879a206553cc9d7dbda76b13efaf610fdb70a50cba303de1b0d1530ac6"}, @@ -3745,7 +3745,7 @@ description = "Nvidia JIT LTO Library" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:eedc36df9e88b682efe4309aa16b5b4e78c2407eac59e8c10a6a47535164369a"}, {file = "nvidia_nvjitlink_cu12-12.6.85-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cf4eaa7d4b6b543ffd69d6abfb11efdeb2db48270d94dfd3a452c24150829e41"}, @@ -3759,7 +3759,7 @@ description = "NVIDIA Tools Extension" optional = false python-versions = ">=3" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f44f8d86bb7d5629988d61c8d3ae61dddb2015dee142740536bc7481b022fe4b"}, {file = "nvidia_nvtx_cu12-12.6.77-py3-none-manylinux2014_aarch64.whl", hash = "sha256:adcaabb9d436c9761fca2b13959a2d237c5f9fd406c8e4b723c695409ff88059"}, @@ -7336,7 +7336,7 @@ description = "A language and compiler for custom Deep Learning operations" optional = false python-versions = "*" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "triton-3.3.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b74db445b1c562844d3cfad6e9679c72e93fdfb1a90a24052b03bb5c49d1242e"}, {file = "triton-3.3.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b31e3aa26f8cb3cc5bf4e187bf737cbacf17311e1112b781d4a059353dfd731b"}, @@ -8004,7 +8004,7 @@ description = "XFormers: A collection of composable Transformer building blocks. optional = false python-versions = ">=3.9" groups = ["main"] -markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\"" +markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "xformers-0.0.31-cp39-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:50aedaea82a38d7d28631f77617d1ed1f6f37c60bdc4bf167a69cbc0e39cee76"}, {file = "xformers-0.0.31-cp39-abi3-win_amd64.whl", hash = "sha256:23331bdb9831ba0df96f55258537ca0df7ad888efc75cea97a0de79b5e2291c4"}, @@ -8183,4 +8183,4 @@ propcache = ">=0.2.1" [metadata] lock-version = "2.1" python-versions = ">=3.10,<3.13" -content-hash = "29c35f6e59a464cee2b47eddbb0989f8319d62a41e44a2100af701534f1a8750" +content-hash = "e8937a2fad01c0729e075f1b83422acc0b5bdac0d3b296b1f5605663a0484c47" diff --git a/pyproject.toml b/pyproject.toml index a696f86..35fc0d0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,7 @@ authors = [ readme = "README.md" requires-python = ">=3.10,<3.13" dependencies = [ - "mineru[pipeline,vlm,vllm] (>=2.5.2,<3.0.0)", + "mineru[pipeline,vlm,vllm] (>=2.5.4,<3.0.0)", "runpod (>=1.7.12,<2.0.0)", "pypdf (>=4.2.0,<6.0.0)" ]