chore: seek and destroy proto in code
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README.md
50
README.md
@ -6,7 +6,7 @@
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4. [ Module Installation ](#module-installation)
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5. [ Scripts ](#scripts)
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6. [ Tests ](#tests)
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7. [ Protobuf ](#protobuf)
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7. [ Opentelemetry protobuf dependency hell ](#opentelemetry-protobuf-dependency-hell)
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## About
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@ -213,48 +213,8 @@ $ python scripts/send_request.py
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Tests require a running minio and rabbitmq container, meaning you have to run `docker compose up` in the tests folder
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before running the tests.
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## Protobuf
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## OpenTelemetry Protobuf Dependency Hell
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### Opentelemetry Compatibility Issue
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**Note**: Status: 31/07/2024, the currently used `opentelemetry-exporter-otlp-proto-http` version `1.25.0` requires
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a `protobuf` version < `5.x.x` and is not compatible with the latest protobuf version `5.27.x`. This is an [open issue](https://github.com/open-telemetry/opentelemetry-python/issues/3958) in opentelemetry, because [support for 4.25.x ends in Q2 '25](https://protobuf.dev/support/version-support/#python). Therefore, we should keep this in mind and update the dependency once opentelemetry includes support for `protobuf 5.27.x`.
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### Install Protobuf Compiler
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**Linux**
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1. Download the version of the protobuf compiler matching the protobuf package, currently v4.25.4 so protoc v25.4, from [GitHub](https://github.com/protocolbuffers/protobuf/releases) -> `protobuf-25.4.zip`
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2. Extract the files under `$HOME/.local` or another directory of your choice
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```bash
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unzip protoc-<version>-linux-x86_64.zip -d $HOME/.local
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```
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3. Ensure that the `bin` directory is in your `PATH` by adding the following line to your `.bashrc` or `.zshrc`:
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```bash
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export PATH="$PATH:$HOME/.local/bin"
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```
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**MacOS**
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1. Download the version of the protobuf compiler matching the protobuf package, currently v4.25.4 so protoc v25.4, from [GitHub](https://github.com/protocolbuffers/protobuf/releases) -> `protoc-25.4-osx-universal_binary.zip`
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2. Extract the files to a directory of your choice
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3. Copy the executable bin `protoc` to `/usr/local/bin`
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```bash
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sudo cp /Users/you/location-of-unzipped-dir/bin/protoc /usr/local/bin/
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```
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4. Open `protoc` in `/usr/local/bin/` via Finder to make it executable, now it should be also on your `PATH`
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### Compile Protobuf Files
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1. Ensure that the protobuf compiler is installed on your system. You can check this by running:
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```bash
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protoc --version
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```
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2. Compile proto files:
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```bash
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protoc --proto_path=./config/proto --python_out=./pyinfra/proto ./config/proto/*.proto
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```
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3. Manually adjust import statements in the generated files to match the package structure, e.g.:
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`import EntryData_pb2 as EntryData__pb2` -> `import pyinfra.proto.EntryData_pb2 as EntryData__pb2`.
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This does not work automatically because the generated files are not in the same directory as the proto files.
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**Note**: Status 2025/01/09: the currently used `opentelemetry-exporter-otlp-proto-http` version `1.25.0` requires
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a `protobuf` version < `5.x.x` and is not compatible with the latest protobuf version `5.27.x`. This is an [open issue](https://github.com/open-telemetry/opentelemetry-python/issues/3958) in opentelemetry, because [support for 4.25.x ends in Q2 '25](https://protobuf.dev/support/version-support/#python).
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Therefore, we should keep this in mind and update the dependency once opentelemetry includes support for `protobuf 5.27.x`.
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@ -1,21 +0,0 @@
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syntax = "proto3";
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message AllDocumentPages {
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repeated DocumentPage documentPages = 1;
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}
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message DocumentPage {
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// The page number, starting with 1.
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int32 number = 1;
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// The page height in PDF user units.
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int32 height = 2;
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// The page width in PDF user units.
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int32 width = 3;
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// The page rotation as specified by the PDF.
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int32 rotation = 4;
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}
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@ -1,25 +0,0 @@
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syntax = "proto3";
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message AllDocumentPositionData {
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repeated DocumentPositionData documentPositionData = 1;
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}
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message DocumentPositionData {
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// Identifier of the text block.
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int64 id = 1;
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// For each string coordinate in the search text of the text block, the array contains an entry relating the string coordinate to the position coordinate.
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// This is required due to the text and position coordinates not being equal.
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repeated int32 stringIdxToPositionIdx = 2;
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// The bounding box for each glyph as a rectangle. This matrix is of size (n,4), where n is the number of glyphs in the text block.
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// The second dimension specifies the rectangle with the value x, y, width, height, with x, y specifying the lower left corner.
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// In order to access this information, the stringIdxToPositionIdx array must be used to transform the coordinates.
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repeated Position positions = 3;
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// Definition of a BoundingBox that contains x, y, width, and height.
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message Position {
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repeated float value = 1;
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}
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}
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@ -1,8 +0,0 @@
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syntax = "proto3";
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import "EntryData.proto";
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message DocumentStructure {
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// The root EntryData represents the Document.
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EntryData root = 1;
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}
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@ -1,29 +0,0 @@
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syntax = "proto3";
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message AllDocumentTextData {
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repeated DocumentTextData documentTextData = 1;
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}
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message DocumentTextData {
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// Identifier of the text block.
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int64 id = 1;
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// The page the text block occurs on.
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int64 page = 2;
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// The text of the text block.
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string searchText = 3;
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// Each text block is assigned a number on a page, starting from 0.
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int32 numberOnPage = 4;
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// The text blocks are ordered, this number represents the start of the text block as a string offset.
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int32 start = 5;
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// The text blocks are ordered, this number represents the end of the text block as a string offset.
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int32 end = 6;
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// The line breaks in the text of this semantic node in string offsets. They are exclusive end. At the end of each semantic node there is an implicit linebreak.
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repeated int32 lineBreaks = 7;
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}
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@ -1,27 +0,0 @@
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syntax = "proto3";
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import "LayoutEngine.proto";
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import "NodeType.proto";
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message EntryData {
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// Type of the semantic node.
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NodeType type = 1;
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// Specifies the position in the parsed tree structure.
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repeated int32 treeId = 2;
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// Specifies the text block IDs associated with this semantic node.
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repeated int64 atomicBlockIds = 3;
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// Specifies the pages this semantic node appears on.
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repeated int64 pageNumbers = 4;
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// Some semantic nodes have additional information, this information is stored in this Map.
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map<string, string> properties = 5;
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// All child Entries of this Entry.
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repeated EntryData children = 6;
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// Describes the origin of the semantic node.
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repeated LayoutEngine engines = 7;
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}
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@ -1,7 +0,0 @@
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syntax = "proto3";
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enum LayoutEngine {
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ALGORITHM = 0;
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AI = 1;
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OUTLINE = 2;
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}
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@ -1,14 +0,0 @@
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syntax = "proto3";
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enum NodeType {
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DOCUMENT = 0;
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SECTION = 1;
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SUPER_SECTION = 2;
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HEADLINE = 3;
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PARAGRAPH = 4;
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TABLE = 5;
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TABLE_CELL = 6;
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IMAGE = 7;
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HEADER = 8;
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FOOTER = 9;
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}
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@ -1,29 +0,0 @@
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: DocumentPage.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b'\n\x12\x44ocumentPage.proto"8\n\x10\x41llDocumentPages\x12$\n\rdocumentPages\x18\x01 \x03(\x0b\x32\r.DocumentPage"O\n\x0c\x44ocumentPage\x12\x0e\n\x06number\x18\x01 \x01(\x05\x12\x0e\n\x06height\x18\x02 \x01(\x05\x12\r\n\x05width\x18\x03 \x01(\x05\x12\x10\n\x08rotation\x18\x04 \x01(\x05\x62\x06proto3'
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)
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "DocumentPage_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_ALLDOCUMENTPAGES"]._serialized_start = 22
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_globals["_ALLDOCUMENTPAGES"]._serialized_end = 78
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_globals["_DOCUMENTPAGE"]._serialized_start = 80
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_globals["_DOCUMENTPAGE"]._serialized_end = 159
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# @@protoc_insertion_point(module_scope)
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@ -1,31 +0,0 @@
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: DocumentPositionData.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b'\n\x1a\x44ocumentPositionData.proto"N\n\x17\x41llDocumentPositionData\x12\x33\n\x14\x64ocumentPositionData\x18\x01 \x03(\x0b\x32\x15.DocumentPositionData"\x90\x01\n\x14\x44ocumentPositionData\x12\n\n\x02id\x18\x01 \x01(\x03\x12\x1e\n\x16stringIdxToPositionIdx\x18\x02 \x03(\x05\x12\x31\n\tpositions\x18\x03 \x03(\x0b\x32\x1e.DocumentPositionData.Position\x1a\x19\n\x08Position\x12\r\n\x05value\x18\x01 \x03(\x02\x62\x06proto3'
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)
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "DocumentPositionData_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_ALLDOCUMENTPOSITIONDATA"]._serialized_start = 30
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_globals["_ALLDOCUMENTPOSITIONDATA"]._serialized_end = 108
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_globals["_DOCUMENTPOSITIONDATA"]._serialized_start = 111
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_globals["_DOCUMENTPOSITIONDATA"]._serialized_end = 255
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_globals["_DOCUMENTPOSITIONDATA_POSITION"]._serialized_start = 230
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_globals["_DOCUMENTPOSITIONDATA_POSITION"]._serialized_end = 255
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# @@protoc_insertion_point(module_scope)
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@ -1,29 +0,0 @@
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: DocumentStructure.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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import pyinfra.proto.EntryData_pb2 as EntryData__pb2
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b'\n\x17\x44ocumentStructure.proto\x1a\x0f\x45ntryData.proto"-\n\x11\x44ocumentStructure\x12\x18\n\x04root\x18\x01 \x01(\x0b\x32\n.EntryDatab\x06proto3'
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)
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "DocumentStructure_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_DOCUMENTSTRUCTURE"]._serialized_start = 44
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_globals["_DOCUMENTSTRUCTURE"]._serialized_end = 89
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# @@protoc_insertion_point(module_scope)
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@ -1,29 +0,0 @@
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: DocumentTextData.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b'\n\x16\x44ocumentTextData.proto"B\n\x13\x41llDocumentTextData\x12+\n\x10\x64ocumentTextData\x18\x01 \x03(\x0b\x32\x11.DocumentTextData"\x86\x01\n\x10\x44ocumentTextData\x12\n\n\x02id\x18\x01 \x01(\x03\x12\x0c\n\x04page\x18\x02 \x01(\x03\x12\x12\n\nsearchText\x18\x03 \x01(\t\x12\x14\n\x0cnumberOnPage\x18\x04 \x01(\x05\x12\r\n\x05start\x18\x05 \x01(\x05\x12\x0b\n\x03\x65nd\x18\x06 \x01(\x05\x12\x12\n\nlineBreaks\x18\x07 \x03(\x05\x62\x06proto3'
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)
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "DocumentTextData_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_ALLDOCUMENTTEXTDATA"]._serialized_start = 26
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_globals["_ALLDOCUMENTTEXTDATA"]._serialized_end = 92
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_globals["_DOCUMENTTEXTDATA"]._serialized_start = 95
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_globals["_DOCUMENTTEXTDATA"]._serialized_end = 229
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# @@protoc_insertion_point(module_scope)
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@ -1,34 +0,0 @@
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: EntryData.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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import pyinfra.proto.LayoutEngine_pb2 as LayoutEngine__pb2
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import pyinfra.proto.NodeType_pb2 as NodeType__pb2
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b'\n\x0f\x45ntryData.proto\x1a\x12LayoutEngine.proto\x1a\x0eNodeType.proto"\x82\x02\n\tEntryData\x12\x17\n\x04type\x18\x01 \x01(\x0e\x32\t.NodeType\x12\x0e\n\x06treeId\x18\x02 \x03(\x05\x12\x16\n\x0e\x61tomicBlockIds\x18\x03 \x03(\x03\x12\x13\n\x0bpageNumbers\x18\x04 \x03(\x03\x12.\n\nproperties\x18\x05 \x03(\x0b\x32\x1a.EntryData.PropertiesEntry\x12\x1c\n\x08\x63hildren\x18\x06 \x03(\x0b\x32\n.EntryData\x12\x1e\n\x07\x65ngines\x18\x07 \x03(\x0e\x32\r.LayoutEngine\x1a\x31\n\x0fPropertiesEntry\x12\x0b\n\x03key\x18\x01 \x01(\t\x12\r\n\x05value\x18\x02 \x01(\t:\x02\x38\x01\x62\x06proto3'
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)
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||||
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_globals = globals()
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||||
_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "EntryData_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_ENTRYDATA_PROPERTIESENTRY"]._options = None
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_globals["_ENTRYDATA_PROPERTIESENTRY"]._serialized_options = b"8\001"
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_globals["_ENTRYDATA"]._serialized_start = 56
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_globals["_ENTRYDATA"]._serialized_end = 314
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_globals["_ENTRYDATA_PROPERTIESENTRY"]._serialized_start = 265
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_globals["_ENTRYDATA_PROPERTIESENTRY"]._serialized_end = 314
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# @@protoc_insertion_point(module_scope)
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# -*- coding: utf-8 -*-
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# Generated by the protocol buffer compiler. DO NOT EDIT!
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# source: LayoutEngine.proto
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# Protobuf Python Version: 4.25.5
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"""Generated protocol buffer code."""
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from google.protobuf import descriptor as _descriptor
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from google.protobuf import descriptor_pool as _descriptor_pool
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from google.protobuf import symbol_database as _symbol_database
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from google.protobuf.internal import builder as _builder
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# @@protoc_insertion_point(imports)
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_sym_db = _symbol_database.Default()
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DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
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b"\n\x12LayoutEngine.proto*2\n\x0cLayoutEngine\x12\r\n\tALGORITHM\x10\x00\x12\x06\n\x02\x41I\x10\x01\x12\x0b\n\x07OUTLINE\x10\x02\x62\x06proto3"
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)
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_globals = globals()
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_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
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_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "LayoutEngine_pb2", _globals)
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if _descriptor._USE_C_DESCRIPTORS == False:
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DESCRIPTOR._options = None
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_globals["_LAYOUTENGINE"]._serialized_start = 22
|
||||
_globals["_LAYOUTENGINE"]._serialized_end = 72
|
||||
# @@protoc_insertion_point(module_scope)
|
||||
@ -1,27 +0,0 @@
|
||||
# -*- coding: utf-8 -*-
|
||||
# Generated by the protocol buffer compiler. DO NOT EDIT!
|
||||
# source: NodeType.proto
|
||||
# Protobuf Python Version: 4.25.5
|
||||
"""Generated protocol buffer code."""
|
||||
from google.protobuf import descriptor as _descriptor
|
||||
from google.protobuf import descriptor_pool as _descriptor_pool
|
||||
from google.protobuf import symbol_database as _symbol_database
|
||||
from google.protobuf.internal import builder as _builder
|
||||
|
||||
# @@protoc_insertion_point(imports)
|
||||
|
||||
_sym_db = _symbol_database.Default()
|
||||
|
||||
|
||||
DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
|
||||
b"\n\x0eNodeType.proto*\x93\x01\n\x08NodeType\x12\x0c\n\x08\x44OCUMENT\x10\x00\x12\x0b\n\x07SECTION\x10\x01\x12\x11\n\rSUPER_SECTION\x10\x02\x12\x0c\n\x08HEADLINE\x10\x03\x12\r\n\tPARAGRAPH\x10\x04\x12\t\n\x05TABLE\x10\x05\x12\x0e\n\nTABLE_CELL\x10\x06\x12\t\n\x05IMAGE\x10\x07\x12\n\n\x06HEADER\x10\x08\x12\n\n\x06\x46OOTER\x10\tb\x06proto3"
|
||||
)
|
||||
|
||||
_globals = globals()
|
||||
_builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
|
||||
_builder.BuildTopDescriptorsAndMessages(DESCRIPTOR, "NodeType_pb2", _globals)
|
||||
if _descriptor._USE_C_DESCRIPTORS == False:
|
||||
DESCRIPTOR._options = None
|
||||
_globals["_NODETYPE"]._serialized_start = 19
|
||||
_globals["_NODETYPE"]._serialized_end = 166
|
||||
# @@protoc_insertion_point(module_scope)
|
||||
@ -1,127 +0,0 @@
|
||||
import re
|
||||
from enum import Enum
|
||||
from pathlib import Path
|
||||
|
||||
from google.protobuf.json_format import MessageToDict
|
||||
from kn_utils.logging import logger
|
||||
|
||||
from pyinfra.proto import (
|
||||
DocumentPage_pb2,
|
||||
DocumentPositionData_pb2,
|
||||
DocumentStructure_pb2,
|
||||
DocumentTextData_pb2,
|
||||
)
|
||||
|
||||
|
||||
class ProtoDataLoader:
|
||||
"""Loads proto data from a file and returns it as a dictionary or list.
|
||||
|
||||
The loader is a singleton and should be used as a callable. The file name and byte data are passed as arguments.
|
||||
|
||||
The document type is determined based on the file name and the data is returned as a dictionary or list, depending
|
||||
on the document type.
|
||||
The DocumentType enum contains all supported document types and their corresponding proto schema.
|
||||
KEYS_TO_UNPACK contains the keys that should be unpacked from the message dictionary. Keys are unpacked if the
|
||||
message dictionary contains only one key. This behaviour is necessary since lists are wrapped in a dictionary.
|
||||
"""
|
||||
|
||||
_instance = None
|
||||
_pattern = None
|
||||
|
||||
class DocumentType(Enum):
|
||||
STRUCTURE = (DocumentStructure_pb2.DocumentStructure, "DocumentStructure")
|
||||
TEXT = (DocumentTextData_pb2.AllDocumentTextData, "AllDocumentTextData")
|
||||
PAGES = (DocumentPage_pb2.AllDocumentPages, "AllDocumentPages")
|
||||
POSITION = (DocumentPositionData_pb2.AllDocumentPositionData, "AllDocumentPositionData")
|
||||
|
||||
KEYS_TO_UNPACK = ["documentTextData", "documentPages", "documentPositionData"]
|
||||
|
||||
@classmethod
|
||||
def _build_pattern(cls) -> re.Pattern:
|
||||
types = "|".join([dt.name for dt in cls.DocumentType])
|
||||
return re.compile(rf"\..*({types}).*\.proto.*")
|
||||
|
||||
def __new__(cls, *args, **kwargs):
|
||||
if cls._instance is None:
|
||||
cls._instance = super().__new__(cls)
|
||||
cls._pattern = cls._build_pattern()
|
||||
return cls._instance
|
||||
|
||||
def __call__(self, file_name: str | Path, data: bytes) -> dict:
|
||||
return self._load(file_name, data)
|
||||
|
||||
def _load(self, file_name: str | Path, data: bytes) -> dict | list:
|
||||
file_name = str(file_name)
|
||||
document_type = self._match(file_name)
|
||||
|
||||
if not document_type:
|
||||
logger.error(f"Unknown document type: {file_name}, supported types: {self.DocumentType}")
|
||||
return {}
|
||||
|
||||
logger.debug(f"Loading document type: {document_type}")
|
||||
schema, _ = self.DocumentType[document_type].value
|
||||
message = schema()
|
||||
message.ParseFromString(data)
|
||||
message_dict = MessageToDict(message, including_default_value_fields=True)
|
||||
message_dict = convert_int64_fields(message_dict)
|
||||
if document_type == "POSITION":
|
||||
message_dict = transform_positions_to_list(message_dict)
|
||||
|
||||
return self._unpack(message_dict)
|
||||
|
||||
def _match(self, file_name: str) -> str | None:
|
||||
match = self._pattern.search(file_name)
|
||||
return match.group(1) if match else None
|
||||
|
||||
def _unpack(self, message_dict: dict) -> list | dict:
|
||||
if len(message_dict) > 1:
|
||||
return message_dict
|
||||
|
||||
for key in self.KEYS_TO_UNPACK:
|
||||
if key in message_dict:
|
||||
logger.debug(f"Unpacking key: {key}")
|
||||
return message_dict[key]
|
||||
|
||||
return message_dict
|
||||
|
||||
|
||||
def convert_int64_fields(obj):
|
||||
# FIXME: find a more sophisticated way to convert int64 fields (defaults to str in python)
|
||||
|
||||
# we skip the following keys because the values are expected to be of type str
|
||||
skip_keys = ["col", "row", "numberOfCols", "numberOfRows"]
|
||||
if isinstance(obj, dict):
|
||||
for key, value in obj.items():
|
||||
if key in skip_keys:
|
||||
continue
|
||||
obj[key] = convert_int64_fields(value)
|
||||
elif isinstance(obj, list):
|
||||
return [convert_int64_fields(item) for item in obj]
|
||||
elif isinstance(obj, str) and obj.isdigit():
|
||||
return int(obj)
|
||||
return obj
|
||||
|
||||
|
||||
def transform_positions_to_list(obj: dict | list) -> dict:
|
||||
"""Transforms the repeated fields 'positions' to a lists of lists of floats
|
||||
as expected by DocumentReader.
|
||||
|
||||
Args:
|
||||
obj (dict | list): Proto message dict
|
||||
|
||||
Returns:
|
||||
dict: Proto message dict
|
||||
"""
|
||||
if isinstance(obj, dict):
|
||||
# Check if 'positions' is in the dictionary and reshape it as list of lists of floats
|
||||
if "positions" in obj and isinstance(obj["positions"], list):
|
||||
obj["positions"] = [pos["value"] for pos in obj["positions"] if isinstance(pos, dict) and "value" in pos]
|
||||
|
||||
# Recursively apply to all nested dictionaries
|
||||
for key, value in obj.items():
|
||||
obj[key] = transform_positions_to_list(value)
|
||||
elif isinstance(obj, list):
|
||||
# Recursively apply to all items in the list
|
||||
obj = [transform_positions_to_list(item) for item in obj]
|
||||
|
||||
return obj
|
||||
Loading…
x
Reference in New Issue
Block a user