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High-performance Python CLI for MCAP file processing with advanced recovery, filtering, and optimization capabilities

Project description

pymcap-cli

A high-performance Python CLI for MCAP file processing with advanced recovery, filtering, and optimization capabilities.

pymcap-cli info

Installation

# Run directly without installing
uvx pymcap-cli info data.mcap

# Or add to your project
uv add pymcap-cli

# With video support (for video and roscompress commands)
uv add pymcap-cli[video]

Why pymcap-cli over the official Go CLI?

  • Advanced Recovery — handles corrupt MCAP files with intelligent chunk-level recovery and MessageIndex validation
  • Smart Chunk Copying — fast chunk copying without decompression when possible, up to 10x faster for filtering operations
  • Unified Processing — single process command combines recovery + filtering + compression in one optimized pass
  • Precise Filtering — regex topic filtering, time range filtering, and content type filtering with deferred schema/channel writing
  • Rich Terminal Output — colored topics, Unicode distribution histograms, tree views, and responsive layouts
  • Robust Error Handling — graceful degradation with detailed error reporting and recovery statistics

Commands

info — File Information

Display detailed MCAP file information including schemas, channels, message counts, time ranges, and per-topic distribution histograms.

pymcap-cli info data.mcap

Use --tree to group topics into a hierarchical tree view:

pymcap-cli info --tree
# Multiple files
pymcap-cli info file1.mcap file2.mcap file3.mcap

# JSON output
pymcap-cli info-json data.mcap

cat — Stream Messages

Stream MCAP messages to stdout. Outputs as Rich tables when interactive, JSONL when piped.

Use --query to extract nested fields from deeply structured ROS messages with JSONPath-like syntax:

pymcap-cli cat --query
# Display messages in a table
pymcap-cli cat recording.mcap

# Filter specific topics
pymcap-cli cat recording.mcap --topics /camera/image

# Filter by time range
pymcap-cli cat recording.mcap --start-secs 10 --end-secs 20

# Limit output
pymcap-cli cat recording.mcap --limit 100

# Query specific field using message path
pymcap-cli cat recording.mcap --query '/odom.pose.position.x'

# Filter array elements
pymcap-cli cat recording.mcap --query '/detections.objects[:]{confidence>0.8}'

# Pipe to file as JSONL
pymcap-cli cat recording.mcap > messages.jsonl

# Write to file with progress bar
pymcap-cli cat recording.mcap -o messages.jsonl

# Control binary field serialization
pymcap-cli cat recording.mcap --bytes base64   # base64-encoded
pymcap-cli cat recording.mcap --bytes skip     # omit binary fields

tftree — TF Transform Tree

Visualize the ROS TF transform tree with colored static/dynamic transforms, translation and rotation values.

pymcap-cli tftree
# Show complete TF tree (both /tf and /tf_static)
pymcap-cli tftree data.mcap

# Show only static transforms
pymcap-cli tftree data.mcap --static-only

diag — ROS2 Diagnostics

Inspect ROS2 diagnostics with per-component health overview, sparkline timelines, frequency stats, and time-in-state tracking.

# Show components with issues (WARN/ERROR/STALE)
pymcap-cli diag recording.mcap

# Show all components including OK
pymcap-cli diag recording.mcap --all

# Detailed inspection of specific components
pymcap-cli diag recording.mcap --inspect "encoder"

# Hierarchical tree view
pymcap-cli diag recording.mcap --tree

# JSON output for scripting
pymcap-cli diag recording.mcap --json

plot — Time-Series Visualization

Plot message fields over time using Plotly. Supports named labels, LTTB downsampling, XY trajectory mode, and saves to interactive HTML. Requires the plot extra (uv add pymcap-cli[plot]).

# Plot a single field
pymcap-cli plot recording.mcap /odom.pose.position.x

# Named series
pymcap-cli plot recording.mcap "Vel X=/odom.twist.twist.linear.x"

# XY trajectory plot
pymcap-cli plot recording.mcap --xy /odom.pose.position.x /odom.pose.position.y

# Downsample to 1000 points and save to file
pymcap-cli plot recording.mcap /odom.pose.position.x -d 1000 -o plot.html

process — Unified Processing

The most powerful command — combines recovery, filtering, and optimization in a single pass.

# Filter by topic regex
pymcap-cli process data.mcap -o filtered.mcap -y "/camera.*" -y "/lidar.*"

# Time range filtering (nanoseconds or RFC3339)
pymcap-cli process data.mcap -o subset.mcap -S "2022-01-01T00:00:00Z" -E "2022-01-01T01:00:00Z"

# Exclude topics and metadata
pymcap-cli process data.mcap -o clean.mcap -n "/debug.*" --exclude-metadata

# Change compression with filtering
pymcap-cli process zstd.mcap -o lz4.mcap --compression lz4 -y "/important.*"

# Recovery mode with filtering (handles corrupt files)
pymcap-cli process corrupt.mcap -o recovered.mcap -y "/camera.*" --recovery-mode

recover — Advanced Recovery

Recover data from potentially corrupt MCAP files with intelligent error handling.

# Basic recovery
pymcap-cli recover corrupt.mcap -o fixed.mcap

# Force chunk decoding for maximum recovery
pymcap-cli recover corrupt.mcap -o fixed.mcap --always-decode-chunk

recover-inplace — In-Place Recovery

Rebuild an MCAP file's summary and footer in place without creating a new file.

# Rebuild summary/footer in place
pymcap-cli recover-inplace data.mcap

# With exact size calculation
pymcap-cli recover-inplace data.mcap --exact-sizes

# Skip confirmation prompt
pymcap-cli recover-inplace data.mcap --force

merge — Merge Files

Merge multiple MCAP files chronologically into a single output file.

# Merge two files
pymcap-cli merge recording1.mcap recording2.mcap -o combined.mcap

# Merge with compression
pymcap-cli merge *.mcap -o all_recordings.mcap --compression lz4

# Exclude metadata/attachments
pymcap-cli merge file1.mcap file2.mcap -o merged.mcap --metadata exclude

convert — Convert DB3 to MCAP

Convert ROS2 DB3 (SQLite) bag files to MCAP format.

# Basic conversion
pymcap-cli convert input.db3 -o output.mcap

# Specify ROS distro
pymcap-cli convert input.db3 -o output.mcap --distro jazzy

# With custom message definitions
pymcap-cli convert input.db3 -o output.mcap --extra-path /path/to/msgs

rechunk — Topic-Based Rechunking

Reorganize MCAP messages into separate chunk groups based on topic patterns for optimized playback.

# Group camera and lidar topics into separate chunks
pymcap-cli rechunk data.mcap -o rechunked.mcap -p "/camera.*" -p "/lidar.*"

# Multiple patterns — each gets its own chunk group
pymcap-cli rechunk data.mcap -o rechunked.mcap \
  -p "/camera/front.*" \
  -p "/camera/rear.*" \
  -p "/lidar.*" \
  -p "/radar.*"

filter — Topic Filtering

Filter messages by topic patterns (simpler version of process).

# Include specific topics
pymcap-cli filter data.mcap -o filtered.mcap --include-topics "/camera/image" "/lidar/points"

# Exclude topics
pymcap-cli filter data.mcap -o filtered.mcap --exclude-topics "/debug.*" "/test.*"

compress — Compression Tool

Change MCAP file compression.

pymcap-cli compress input.mcap -o output.mcap --compression zstd
pymcap-cli compress input.mcap -o output.mcap --compression lz4

du — Disk Usage Analysis

Analyze MCAP file size breakdown by chunks, schemas, channels, and message counts.

pymcap-cli du large.mcap

list — List Records

List various record types in an MCAP file.

pymcap-cli list channels data.mcap
pymcap-cli list chunks data.mcap
pymcap-cli list schemas data.mcap
pymcap-cli list attachments data.mcap
pymcap-cli list metadata data.mcap

video — Video Generation

Generate MP4 videos from image topics using hardware-accelerated encoding. Requires the video extra.

# Basic video generation
pymcap-cli video data.mcap --topic /camera/front --output front.mp4

# With quality preset
pymcap-cli video data.mcap --topic /camera/rear --output rear.mp4 --quality high

# Use specific codec and encoder
pymcap-cli video data.mcap --topic /lidar/image --output lidar.mp4 --codec h265 --encoder videotoolbox

roscompress — ROS Image Compression

Compress ROS MCAP files by converting CompressedImage/Image topics to CompressedVideo format. Requires the video extra.

# Basic compression
pymcap-cli roscompress data.mcap -o compressed.mcap

# Specify quality and codec
pymcap-cli roscompress data.mcap -o compressed.mcap --quality 28 --codec h265

rosdecompress — ROS Decompression

Decompress CompressedVideo and CompressedPointCloud2 topics back to standard ROS formats. Requires the video extra.

# Decompress to CompressedImage (JPEG)
pymcap-cli rosdecompress input.mcap output.mcap

# Decompress to raw Image
pymcap-cli rosdecompress input.mcap output.mcap --video-format raw

# Skip point cloud decompression
pymcap-cli rosdecompress input.mcap output.mcap --no-pointcloud

Shell Autocompletion

# Automatically install completion for your current shell
pymcap-cli --install-completion

# Or manually for a specific shell
eval "$(pymcap-cli --show-completion bash)"   # bash
eval "$(pymcap-cli --show-completion zsh)"    # zsh
pymcap-cli --show-completion fish | source    # fish

Common Use Cases

# Remove debug topics and compress
pymcap-cli process raw.mcap -o clean.mcap \
  -n "/debug.*" -n "/test.*" --exclude-metadata --compression zstd

# Extract camera data with time range
pymcap-cli process full_log.mcap -o camera.mcap \
  -y "/camera.*" -S "2024-01-01T10:00:00Z" -E "2024-01-01T11:00:00Z"

# Recover corrupt file and compress in one pass
pymcap-cli process corrupt.mcap -o recovered.mcap --recovery-mode --compression lz4

# Fast filtering with chunk copying (up to 10x faster)
pymcap-cli process 100gb_file.mcap -o filtered.mcap \
  -y "/lidar.*" --chunk-copying --compression zstd

# Optimize for topic-specific playback
pymcap-cli rechunk robot_log.mcap -o optimized.mcap \
  -p "/camera.*" -p "/lidar.*" -p "/imu.*" -p "/gps.*"

Technical Details

  • Smart Chunk Processing — automatically chooses between fast chunk copying and individual record processing based on filter criteria
  • MessageIndex Validation — validates and rebuilds MessageIndexes when necessary for data integrity
  • Deferred Schema Writing — only writes schemas and channels that are actually used by included messages
  • Compression Support — zstd, lz4, and uncompressed formats with configurable chunk sizes
  • Memory Efficient — streams processing with configurable buffer sizes for handling large files
  • Error Recovery — multiple fallback strategies for handling corrupt or incomplete MCAP files

Development

# Setup development environment
uv sync

# Run locally during development
uv run pymcap-cli --help

# Format and lint code
uv run pre-commit run --all-files

# Run tests
uv run pytest pymcap-cli/tests

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