From 75aa9562fba458366f7b274b966ed8fc81e4a146 Mon Sep 17 00:00:00 2001
From: Alexandre Marcireau <alexandre.marcireau@gmail.com>
Date: Wed, 3 May 2023 13:48:02 +1000
Subject: [PATCH] Add spectrograms

---
 README.md                               |   2 +
 banner.png                              | Bin 0 -> 97429 bytes
 charidotella/__init__.py                | 100 +++-
 charidotella/setup.py                   |   0
 charidotella/tasks/__init__.py          |   2 +
 charidotella/tasks/spatiospectrogram.py | 107 ++++
 charidotella/tasks/spectrogram.py       |  40 ++
 charidotella/version.py                 |   2 +-
 command_line_tools                      |   2 +-
 configuration-schema.json               | 721 ++++++++++++++++--------
 setup.py                                |   2 +-
 11 files changed, 727 insertions(+), 251 deletions(-)
 create mode 100644 banner.png
 delete mode 100644 charidotella/setup.py
 create mode 100644 charidotella/tasks/spatiospectrogram.py
 create mode 100644 charidotella/tasks/spectrogram.py

diff --git a/README.md b/README.md
index 5073a27..ab7568c 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,5 @@
+![banner](banner.png)
+
 Charidotella (https://en.wikipedia.org/wiki/Charidotella_sexpunctata) is a toolbox to organise and visualise Event Stream (.es) recordings.
 
 It supports Python 3.9, 3.10, and 3.11.
diff --git a/banner.png b/banner.png
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literal 0
HcmV?d00001

diff --git a/charidotella/__init__.py b/charidotella/__init__.py
index 12355a9..2730859 100644
--- a/charidotella/__init__.py
+++ b/charidotella/__init__.py
@@ -53,6 +53,11 @@
 TASKS: dict[str, tuple[str, task_run]] = {
     "colourtime": (tasks.colourtime.EXTENSION, tasks.colourtime.run),
     "event_rate": (tasks.event_rate.EXTENSION, tasks.event_rate.run),
+    "spatiospectrogram": (
+        tasks.spatiospectrogram.EXTENSION,
+        tasks.spatiospectrogram.run,
+    ),
+    "spectrogram": (tasks.spectrogram.EXTENSION, tasks.spectrogram.run),
     "video": (tasks.video.EXTENSION, tasks.video.run),
     "wiggle": (tasks.wiggle.EXTENSION, tasks.wiggle.run),
 }
@@ -90,6 +95,12 @@ def main():
         action="store_true",
         help="Do not generate new names for the recordings",
     )
+    init_parser.add_argument(
+        "--spatiospectrograms",
+        "-s",
+        action="store_true",
+        help="Generate spatio-spectrogram tasks",
+    )
     run_parser = subparsers.add_parser("run", help="Process a configuration file")
     run_parser.add_argument(
         "--configuration",
@@ -381,9 +392,11 @@ def run_generators(configuration: dict[str, typing.Any]):
                     "tasks": [
                         "colourtime-.+",
                         "event-rate-.+",
+                        "spectrogram",
                         "wiggle-.+",
                         "video-real-time",
-                    ],
+                    ]
+                    + (["spatiospectrogram"] if args.spatiospectrograms else []),
                 }
             )
         with open(
@@ -471,9 +484,63 @@ def run_generators(configuration: dict[str, typing.Any]):
             )
 
             configuration_file.write("\n\n# tasks configuration\n\n")
+            tasks = {
+                "spectrogram": {
+                    "type": "spectrogram",
+                    "icon": "🎻",
+                    "tau": utilities.timestamp_to_timecode(100000),
+                    "mode": "all",
+                    "maximum": 10000.0,
+                    "frequencies": 100,
+                    "times": 1000,
+                    "gamma": 0.5,
+                },
+                "video-real-time": {
+                    "type": "video",
+                    "icon": "🎬",
+                    "frametime": utilities.timestamp_to_timecode(20000),
+                    "tau": utilities.timestamp_to_timecode(200000),
+                    "style": "exponential",
+                    "on_color": "#F4C20D",
+                    "off_color": "#1E88E5",
+                    "idle_color": "#191919",
+                    "cumulative_ratio": 0.01,
+                    "timecode": True,
+                    "h264_crf": 15,
+                    "ffmpeg": "ffmpeg",
+                    "scale": 1,
+                },
+            }
             toml.dump(
                 {
                     "tasks": {
+                        "spatiospectrogram": {
+                            "type": "spatiospectrogram",
+                            "icon": "🎸",
+                            "frametime": utilities.timestamp_to_timecode(20000),
+                            "scale": 1,
+                            "tau": utilities.timestamp_to_timecode(100000),
+                            "mode": "all",
+                            "minimum": 10.0,
+                            "maximum": 10000.0,
+                            "frequencies": 100,
+                            "frequency-gamma": 0.5,
+                            "amplitude-gamma": 0.5,
+                            "discard": 0.001,
+                            "timecode": True,
+                            "h264_crf": 15,
+                            "ffmpeg": "ffmpeg",
+                        },
+                        "spectrogram": {
+                            "type": "spectrogram",
+                            "icon": "🎻",
+                            "tau": utilities.timestamp_to_timecode(100000),
+                            "mode": "all",
+                            "maximum": 10000.0,
+                            "frequencies": 100,
+                            "times": 1000,
+                            "gamma": 0.5,
+                        },
                         "video-real-time": {
                             "type": "video",
                             "icon": "🎬",
@@ -488,7 +555,22 @@ def run_generators(configuration: dict[str, typing.Any]):
                             "h264_crf": 15,
                             "ffmpeg": "ffmpeg",
                             "scale": 1,
-                        }
+                        },
+                        "video-slow-motion": {
+                            "type": "video",
+                            "icon": "🎬",
+                            "frametime": utilities.timestamp_to_timecode(2000),
+                            "tau": utilities.timestamp_to_timecode(20000),
+                            "style": "exponential",
+                            "on_color": "#F4C20D",
+                            "off_color": "#1E88E5",
+                            "idle_color": "#191919",
+                            "cumulative_ratio": 0.01,
+                            "timecode": True,
+                            "h264_crf": 15,
+                            "ffmpeg": "ffmpeg",
+                            "scale": 1,
+                        },
                     },
                 },
                 configuration_file,
@@ -539,8 +621,8 @@ def run_generators(configuration: dict[str, typing.Any]):
                                 "axis_color": "#000000",
                                 "main_grid_color": "#555555",
                                 "secondary_grid_color": "#DDDDDD",
-                                "width": 1920,
-                                "height": 1080,
+                                "width": 1280,
+                                "height": 720,
                             },
                         },
                         {
@@ -556,7 +638,7 @@ def run_generators(configuration: dict[str, typing.Any]):
                             "template": {
                                 "name": "wiggle-@suffix",
                                 "type": "wiggle",
-                                "icon": "🌀",
+                                "icon": "👋",
                                 "forward_duration": "@raw(forward_duration)",
                                 "tau_to_frametime_ratio": 3.0,
                                 "style": "cumulative",
@@ -616,9 +698,15 @@ def run_generators(configuration: dict[str, typing.Any]):
                                         "tasks": [
                                             "colourtime-.+",
                                             "event-rate-.+",
+                                            "spectrogram",
                                             "wiggle-.+",
                                             "video-real-time",
-                                        ],
+                                        ]
+                                        + (
+                                            ["spatiospectrogram"]
+                                            if args.spatiospectrograms
+                                            else []
+                                        ),
                                     },
                                 }
                             ]
diff --git a/charidotella/setup.py b/charidotella/setup.py
deleted file mode 100644
index e69de29..0000000
diff --git a/charidotella/tasks/__init__.py b/charidotella/tasks/__init__.py
index 20bf628..60d1930 100644
--- a/charidotella/tasks/__init__.py
+++ b/charidotella/tasks/__init__.py
@@ -1,4 +1,6 @@
 from . import colourtime as colourtime
 from . import event_rate as event_rate
+from . import spatiospectrogram as spatiospectrogram
+from . import spectrogram as spectrogram
 from . import video as video
 from . import wiggle as wiggle
diff --git a/charidotella/tasks/spatiospectrogram.py b/charidotella/tasks/spatiospectrogram.py
new file mode 100644
index 0000000..1583c8f
--- /dev/null
+++ b/charidotella/tasks/spatiospectrogram.py
@@ -0,0 +1,107 @@
+import atexit
+import importlib.resources
+import pathlib
+import subprocess
+import typing
+
+EXTENSION = ".mp4"
+
+
+def run(
+    input: pathlib.Path,
+    output: pathlib.Path,
+    begin: int,
+    end: int,
+    parameters: dict[str, typing.Any],
+):
+    width, height = (
+        int(value)
+        for value in subprocess.run(
+            [
+                str(importlib.resources.files("charidotella").joinpath("assets/size")),
+                str(input),
+            ],
+            check=True,
+            capture_output=True,
+        ).stdout.split(b"x")
+    )
+    width *= parameters["scale"]
+    height *= parameters["scale"]
+    spatiospectrogram_arguments = [
+        str(
+            importlib.resources.files("charidotella").joinpath(
+                "assets/spatiospectrogram"
+            )
+        ),
+        f"--input={input}",
+        f"--begin={begin}",
+        f"--end={end}",
+        f"--frametime={parameters['frametime']}",
+        f"--scale={parameters['scale']}",
+        f"--tau={parameters['tau']}",
+        f"--mode={parameters['mode']}",
+        f"--minimum={parameters['minimum']}",
+        f"--maximum={parameters['maximum']}",
+        f"--frequencies={parameters['frequencies']}",
+        f"--frequency-gamma={parameters['frequency-gamma']}",
+        f"--amplitude-gamma={parameters['amplitude-gamma']}",
+        f"--discard={parameters['discard']}",
+    ]
+    if parameters["timecode"]:
+        spatiospectrogram_arguments.append("--add-timecode")
+    spatiospectrogram = subprocess.Popen(
+        spatiospectrogram_arguments,
+        stdout=subprocess.PIPE,
+    )
+    assert spatiospectrogram.stdout is not None
+    ffmpeg = subprocess.Popen(
+        [
+            parameters["ffmpeg"],
+            "-hide_banner",
+            "-loglevel",
+            "warning",
+            "-stats",
+            "-f",
+            "rawvideo",
+            "-s",
+            f"{width}x{height}",
+            "-framerate",
+            "50",
+            "-pix_fmt",
+            "rgb24",
+            "-i",
+            "-",
+            "-c:v",
+            "libx264",
+            "-pix_fmt",
+            "yuv420p",
+            "-crf",
+            str(parameters["h264_crf"]),
+            "-f",
+            "mp4",
+            "-y",
+            str(output),
+        ],
+        stdin=subprocess.PIPE,
+    )
+    assert ffmpeg.stdin is not None
+    frame_size = width * height * 3
+
+    def cleanup():
+        if es_to_frames is not None:
+            es_to_frames.kill()
+        if ffmpeg is not None:
+            ffmpeg.kill()
+
+    atexit.register(cleanup)
+    while True:
+        frame = spatiospectrogram.stdout.read(frame_size)
+        if len(frame) != frame_size:
+            break
+        ffmpeg.stdin.write(frame)
+    ffmpeg.stdin.close()
+    spatiospectrogram.wait()
+    es_to_frames = None
+    ffmpeg.wait()
+    ffmpeg = None
+    atexit.unregister(cleanup)
diff --git a/charidotella/tasks/spectrogram.py b/charidotella/tasks/spectrogram.py
new file mode 100644
index 0000000..600e209
--- /dev/null
+++ b/charidotella/tasks/spectrogram.py
@@ -0,0 +1,40 @@
+import importlib.resources
+import pathlib
+import subprocess
+import typing
+
+EXTENSION = ".png"
+
+
+def run(
+    input: pathlib.Path,
+    output: pathlib.Path,
+    begin: int,
+    end: int,
+    parameters: dict[str, typing.Any],
+):
+    arguments = [
+        str(importlib.resources.files("charidotella").joinpath("assets/spectrogram")),
+        str(input),
+        str(output),
+        str(output.with_suffix(".json")),
+        f"--begin={begin}",
+        f"--end={end}",
+        f"--tau={parameters['tau']}",
+        f"--mode={parameters['mode']}",
+        f"--maximum={parameters['maximum']}",
+        f"--frequencies={parameters['frequencies']}",
+        f"--times={parameters['times']}",
+        f"--gamma={parameters['gamma']}",
+    ]
+    if "minimum" in parameters:
+        arguments.append(f"--minimum={parameters['minimum']}")
+    if "region-of-interest" in parameters:
+        arguments.append(f"--left={parameters['region-of-interest'][0]}")
+        arguments.append(f"--bottom={parameters['region-of-interest'][1]}")
+        arguments.append(f"--width={parameters['region-of-interest'][2]}")
+        arguments.append(f"--height={parameters['region-of-interest'][3]}")
+    subprocess.run(
+        arguments,
+        check=True,
+    )
diff --git a/charidotella/version.py b/charidotella/version.py
index 91bf823..4802e90 100644
--- a/charidotella/version.py
+++ b/charidotella/version.py
@@ -1 +1 @@
-__version__ = "0.10"
+__version__ = "1.0"
diff --git a/command_line_tools b/command_line_tools
index 30c06b4..cc9e13a 160000
--- a/command_line_tools
+++ b/command_line_tools
@@ -1 +1 @@
-Subproject commit 30c06b4da1854500788dffd680efa5e702a220cb
+Subproject commit cc9e13a26d33520fbdc943ff5442c8b719176045
diff --git a/configuration-schema.json b/configuration-schema.json
index b7ce65f..f1f3af4 100644
--- a/configuration-schema.json
+++ b/configuration-schema.json
@@ -1,37 +1,55 @@
 {
-    "type": "object",
+    "additionalProperties": false,
     "properties": {
+        "attachments": {
+            "additionalProperties": {
+                "items": {
+                    "properties": {
+                        "source": {
+                            "type": "string"
+                        },
+                        "target": {
+                            "type": "string"
+                        }
+                    },
+                    "type": "object"
+                },
+                "type": "array"
+            },
+            "type": "object"
+        },
         "directory": {
             "type": "string"
         },
         "filters": {
-            "type": "object",
             "additionalProperties": {
                 "anyOf": [
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["default"]
-                            },
                             "icon": {
                                 "type": "string"
                             },
                             "suffix": {
                                 "type": "string"
+                            },
+                            "type": {
+                                "enum": [
+                                    "default"
+                                ],
+                                "type": "string"
                             }
                         },
-                        "additionalProperties": false,
-                        "required": ["type", "icon", "suffix"]
+                        "required": [
+                            "type",
+                            "icon",
+                            "suffix"
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["arbiter_saturation"]
-                            },
                             "icon": {
                                 "type": "string"
                             },
@@ -39,49 +57,58 @@
                                 "type": "string"
                             },
                             "threshold": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "type": {
+                                "enum": [
+                                    "arbiter_saturation"
+                                ],
+                                "type": "string"
                             }
                         },
-                        "additionalProperties": false,
-                        "required": ["type", "icon", "suffix", "threshold"]
+                        "required": [
+                            "type",
+                            "icon",
+                            "suffix",
+                            "threshold"
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["hot_pixels"]
-                            },
                             "icon": {
                                 "type": "string"
                             },
+                            "ratio": {
+                                "minimum": 0,
+                                "type": "number"
+                            },
                             "suffix": {
                                 "type": "string"
                             },
-                            "ratio": {
-                                "type": "number",
-                                "minimum": 0.0
+                            "type": {
+                                "enum": [
+                                    "hot_pixels"
+                                ],
+                                "type": "string"
                             }
                         },
-                        "additionalProperties": false,
-                        "required": ["type", "icon", "suffix", "ratio"]
+                        "required": [
+                            "type",
+                            "icon",
+                            "suffix",
+                            "ratio"
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["transpose"]
-                            },
                             "icon": {
                                 "type": "string"
                             },
-                            "suffix": {
-                                "type": "string"
-                            },
                             "method": {
-                                "type": "string",
                                 "enum": [
                                     "flip_left_right",
                                     "flip_top_bottom",
@@ -90,77 +117,168 @@
                                     "rotate_270",
                                     "transpose",
                                     "transverse"
-                                ]
+                                ],
+                                "type": "string"
+                            },
+                            "suffix": {
+                                "type": "string"
+                            },
+                            "type": {
+                                "enum": [
+                                    "transpose"
+                                ],
+                                "type": "string"
                             }
-                        }
+                        },
+                        "type": "object"
                     }
                 ]
-            }
+            },
+            "type": "object"
         },
         "filters-generators": {
-            "type": "array",
             "items": {
-                "type": "object",
+                "additionalProperties": false,
                 "properties": {
                     "parameters": {
-                        "type": "object",
                         "additionalProperties": {
                             "type": "array"
-                        }
+                        },
+                        "type": "object"
                     },
                     "template": {
-                        "type": "object",
                         "properties": {
                             "name": {
                                 "type": "string"
                             }
                         },
-                        "required": ["name"]
+                        "required": [
+                            "name"
+                        ],
+                        "type": "object"
                     }
                 },
-                "required": ["parameters", "template"],
-                "additionalProperties": false
-            }
+                "required": [
+                    "parameters",
+                    "template"
+                ],
+                "type": "object"
+            },
+            "type": "array"
+        },
+        "jobs": {
+            "items": {
+                "additionalProperties": false,
+                "properties": {
+                    "begin": {
+                        "type": [
+                            "string",
+                            "integer"
+                        ]
+                    },
+                    "end": {
+                        "type": [
+                            "string",
+                            "integer"
+                        ]
+                    },
+                    "filters": {
+                        "items": {
+                            "type": "string"
+                        },
+                        "minItems": 1,
+                        "type": "array"
+                    },
+                    "name": {
+                        "type": "string"
+                    },
+                    "tasks": {
+                        "items": {
+                            "type": "string"
+                        },
+                        "type": "array"
+                    }
+                },
+                "required": [
+                    "name",
+                    "begin",
+                    "end",
+                    "filters"
+                ],
+                "type": "object"
+            },
+            "type": "array"
+        },
+        "jobs-generators": {
+            "items": {
+                "additionalProperties": false,
+                "properties": {
+                    "parameters": {
+                        "additionalProperties": {
+                            "type": "array"
+                        },
+                        "type": "object"
+                    },
+                    "template": {
+                        "type": "object"
+                    }
+                },
+                "required": [
+                    "parameters",
+                    "template"
+                ],
+                "type": "object"
+            },
+            "type": "array"
+        },
+        "sources": {
+            "additionalProperties": {
+                "type": "string"
+            },
+            "type": "object"
         },
         "tasks": {
-            "type": "object",
             "additionalProperties": {
                 "anyOf": [
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["colourtime"]
+                            "alpha": {
+                                "exclusiveMinimum": 0,
+                                "maximum": 1,
+                                "type": "number"
                             },
-                            "icon": {
+                            "background_color": {
                                 "type": "string"
                             },
                             "colormap": {
                                 "type": "string"
                             },
-                            "alpha": {
-                                "type": "number",
-                                "exclusiveMinimum": 0.0,
-                                "maximum": 1.0
+                            "cycle": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
+                            },
+                            "icon": {
+                                "type": "string"
                             },
                             "png_compression_level": {
-                                "type": "integer",
+                                "maximum": 9,
                                 "minimum": 0,
-                                "maximum": 9
-                            },
-                            "background_color": {
-                                "type": "string"
+                                "type": "integer"
                             },
                             "scale": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
                             },
-                            "cycle": {
-                                "type": ["string", "integer"]
+                            "type": {
+                                "enum": [
+                                    "colourtime"
+                                ],
+                                "type": "string"
                             }
                         },
-                        "additionalProperties": false,
                         "required": [
                             "type",
                             "icon",
@@ -169,49 +287,57 @@
                             "png_compression_level",
                             "background_color",
                             "scale"
-                        ]
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["event_rate"]
+                            "axis_color": {
+                                "type": "string"
+                            },
+                            "height": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
                             },
                             "icon": {
                                 "type": "string"
                             },
                             "long_tau": {
-                                "type": ["string", "integer"]
-                            },
-                            "short_tau": {
-                                "type": ["string", "integer"]
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
                             },
                             "long_tau_color": {
                                 "type": "string"
                             },
-                            "short_tau_color": {
+                            "main_grid_color": {
                                 "type": "string"
                             },
-                            "axis_color": {
+                            "secondary_grid_color": {
                                 "type": "string"
                             },
-                            "main_grid_color": {
+                            "short_tau": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
+                            },
+                            "short_tau_color": {
                                 "type": "string"
                             },
-                            "secondary_grid_color": {
+                            "type": {
+                                "enum": [
+                                    "event_rate"
+                                ],
                                 "type": "string"
                             },
                             "width": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
-                            },
-                            "height": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
                             }
                         },
-                        "additionalProperties": false,
                         "required": [
                             "type",
                             "icon",
@@ -224,69 +350,77 @@
                             "secondary_grid_color",
                             "width",
                             "height"
-                        ]
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["video"]
+                            "cumulative_ratio": {
+                                "maximum": 1,
+                                "minimum": 0,
+                                "type": "number"
                             },
-                            "icon": {
+                            "ffmpeg": {
                                 "type": "string"
                             },
                             "frametime": {
-                                "type": ["string", "integer"]
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
                             },
-                            "tau": {
-                                "type": ["string", "integer"]
+                            "h264_crf": {
+                                "maximum": 51,
+                                "minimum": 0,
+                                "type": "integer"
+                            },
+                            "icon": {
+                                "type": "string"
+                            },
+                            "idle_color": {
+                                "type": "string"
+                            },
+                            "lambda_max": {
+                                "minimum": 0,
+                                "type": "number"
+                            },
+                            "off_color": {
+                                "type": "string"
+                            },
+                            "on_color": {
+                                "type": "string"
+                            },
+                            "scale": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
                             },
                             "style": {
-                                "type": "string",
                                 "enum": [
                                     "exponential",
                                     "linear",
                                     "window",
                                     "cumulative",
                                     "cumulative-shared"
-                                ]
-                            },
-                            "on_color": {
-                                "type": "string"
-                            },
-                            "off_color": {
+                                ],
                                 "type": "string"
                             },
-                            "idle_color": {
-                                "type": "string"
-                            },
-                            "cumulative_ratio": {
-                                "type": "number",
-                                "minimum": 0.0,
-                                "maximum": 1.0
+                            "tau": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
                             },
                             "timecode": {
                                 "type": "boolean"
                             },
-                            "h264_crf": {
-                                "type": "integer",
-                                "minimum": 0,
-                                "maximum": 51
-                            },
-                            "ffmpeg": {
+                            "type": {
+                                "enum": [
+                                    "video"
+                                ],
                                 "type": "string"
-                            },
-                            "scale": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
-                            },
-                            "lambda_max": {
-                                "type": "number",
-                                "minimum": 0.0
                             }
                         },
-                        "additionalProperties": false,
                         "required": [
                             "type",
                             "icon",
@@ -301,65 +435,230 @@
                             "h264_crf",
                             "scale",
                             "ffmpeg"
-                        ]
+                        ],
+                        "type": "object"
                     },
                     {
-                        "type": "object",
+                        "additionalProperties": false,
                         "properties": {
-                            "type": {
-                                "type": "string",
-                                "enum": ["wiggle"]
+                            "frequencies": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "gamma": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
                             },
                             "icon": {
                                 "type": "string"
                             },
-                            "forward_duration": {
-                                "type": ["string", "integer"]
+                            "maximum": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
                             },
-                            "tau_to_frametime_ratio": {
-                                "type": "number",
-                                "exclusiveMinimum": 0.0
+                            "minimum": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
                             },
-                            "style": {
-                                "type": "string",
+                            "mode": {
                                 "enum": [
-                                    "exponential",
-                                    "linear",
-                                    "window",
-                                    "cumulative",
-                                    "cumulative-shared"
+                                    "on",
+                                    "off",
+                                    "all",
+                                    "abs"
+                                ],
+                                "type": "string"
+                            },
+                            "region-of-interest": {
+                                "items": {
+                                    "minimum": 0,
+                                    "type": "integer"
+                                },
+                                "maxItems": 4,
+                                "minItems": 4,
+                                "type": "array"
+                            },
+                            "tau": {
+                                "type": [
+                                    "string",
+                                    "integer"
                                 ]
                             },
-                            "on_color": {
+                            "times": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "type": {
+                                "enum": [
+                                    "spectrogram"
+                                ],
                                 "type": "string"
+                            }
+                        },
+                        "required": [
+                            "type",
+                            "icon",
+                            "tau",
+                            "mode",
+                            "maximum",
+                            "frequencies",
+                            "times",
+                            "gamma"
+                        ],
+                        "type": "object"
+                    },
+                    {
+                        "additionalProperties": false,
+                        "properties": {
+                            "amplitude-gamma": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
                             },
-                            "off_color": {
+                            "discard": {
+                                "exclusiveMaximum": 1,
+                                "minimum": 0,
+                                "type": "number"
+                            },
+                            "ffmpeg": {
                                 "type": "string"
                             },
-                            "idle_color": {
+                            "frametime": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
+                            },
+                            "frequencies": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "frequency-gamma": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
+                            },
+                            "h264_crf": {
+                                "maximum": 51,
+                                "minimum": 0,
+                                "type": "integer"
+                            },
+                            "icon": {
                                 "type": "string"
                             },
-                            "cumulative_ratio": {
-                                "type": "number",
-                                "minimum": 0.0,
-                                "maximum": 1.0
+                            "maximum": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
+                            },
+                            "minimum": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
+                            },
+                            "mode": {
+                                "enum": [
+                                    "on",
+                                    "off",
+                                    "all",
+                                    "abs"
+                                ],
+                                "type": "string"
+                            },
+                            "scale": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "tau": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
                             },
                             "timecode": {
                                 "type": "boolean"
                             },
+                            "type": {
+                                "enum": [
+                                    "spatiospectrogram"
+                                ],
+                                "type": "string"
+                            }
+                        },
+                        "required": [
+                            "type",
+                            "icon",
+                            "frametime",
+                            "scale",
+                            "tau",
+                            "mode",
+                            "minimum",
+                            "maximum",
+                            "frequencies",
+                            "frequency-gamma",
+                            "amplitude-gamma",
+                            "discard",
+                            "timecode"
+                        ],
+                        "type": "object"
+                    },
+                    {
+                        "additionalProperties": false,
+                        "properties": {
+                            "cumulative_ratio": {
+                                "maximum": 1,
+                                "minimum": 0,
+                                "type": "number"
+                            },
                             "ffmpeg": {
                                 "type": "string"
                             },
-                            "scale": {
-                                "type": "integer",
-                                "exclusiveMinimum": 0
+                            "forward_duration": {
+                                "type": [
+                                    "string",
+                                    "integer"
+                                ]
+                            },
+                            "icon": {
+                                "type": "string"
+                            },
+                            "idle_color": {
+                                "type": "string"
                             },
                             "lambda_max": {
-                                "type": "number",
-                                "minimum": 0.0
+                                "minimum": 0,
+                                "type": "number"
+                            },
+                            "off_color": {
+                                "type": "string"
+                            },
+                            "on_color": {
+                                "type": "string"
+                            },
+                            "scale": {
+                                "exclusiveMinimum": 0,
+                                "type": "integer"
+                            },
+                            "style": {
+                                "enum": [
+                                    "exponential",
+                                    "linear",
+                                    "window",
+                                    "cumulative",
+                                    "cumulative-shared"
+                                ],
+                                "type": "string"
+                            },
+                            "tau_to_frametime_ratio": {
+                                "exclusiveMinimum": 0,
+                                "type": "number"
+                            },
+                            "timecode": {
+                                "type": "boolean"
+                            },
+                            "type": {
+                                "enum": [
+                                    "wiggle"
+                                ],
+                                "type": "string"
                             }
                         },
-                        "additionalProperties": false,
                         "required": [
                             "type",
                             "icon",
@@ -372,109 +671,47 @@
                             "cumulative_ratio",
                             "ffmpeg",
                             "scale"
-                        ]
+                        ],
+                        "type": "object"
                     }
                 ]
-            }
+            },
+            "type": "object"
         },
         "tasks-generators": {
-            "type": "array",
             "items": {
-                "type": "object",
+                "additionalProperties": false,
                 "properties": {
                     "parameters": {
-                        "type": "object",
                         "additionalProperties": {
                             "type": "array"
-                        }
+                        },
+                        "type": "object"
                     },
                     "template": {
-                        "type": "object",
                         "properties": {
                             "name": {
                                 "type": "string"
                             }
                         },
-                        "required": ["name"]
-                    }
-                },
-                "required": ["parameters", "template"],
-                "additionalProperties": false
-            }
-        },
-        "jobs": {
-            "type": "array",
-            "items": {
-                "type": "object",
-                "properties": {
-                    "name": {
-                        "type": "string"
-                    },
-                    "begin": {
-                        "type": ["string", "integer"]
-                    },
-                    "end": {
-                        "type": ["string", "integer"]
-                    },
-                    "filters": {
-                        "type": "array",
-                        "items": {
-                            "type": "string"
-                        },
-                        "minItems": 1
-                    },
-                    "tasks": {
-                        "type": "array",
-                        "items": {
-                            "type": "string"
-                        }
-                    }
-                },
-                "required": ["name", "begin", "end", "filters"],
-                "additionalProperties": false
-            }
-        },
-        "jobs-generators": {
-            "type": "array",
-            "items": {
-                "type": "object",
-                "properties": {
-                    "parameters": {
-                        "type": "object",
-                        "additionalProperties": {
-                            "type": "array"
-                        }
-                    },
-                    "template": {
+                        "required": [
+                            "name"
+                        ],
                         "type": "object"
                     }
                 },
-                "required": ["parameters", "template"],
-                "additionalProperties": false
-            }
-        },
-        "sources": {
-            "type": "object",
-            "additionalProperties": { "type": "string" }
-        },
-        "attachments": {
-            "type": "object",
-            "additionalProperties": {
-                "type": "array",
-                "items": {
-                    "type": "object",
-                    "properties": {
-                        "source": {
-                            "type": "string"
-                        },
-                        "target": {
-                            "type": "string"
-                        }
-                    }
-                }
-            }
+                "required": [
+                    "parameters",
+                    "template"
+                ],
+                "type": "object"
+            },
+            "type": "array"
         }
     },
-    "required": ["directory", "sources"],
-    "additionalProperties": false
-}
+    "required": [
+        "directory",
+        "sources"
+    ],
+    "type": "object"
+}
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 8ed6aa2..3d346f3 100644
--- a/setup.py
+++ b/setup.py
@@ -12,7 +12,7 @@
 with open(dirname / "README.md") as file:
     long_description = file.read()
 
-executables = ["es_to_frames", "event_rate", "size"]
+executables = ["es_to_frames", "event_rate", "size", "spatiospectrogram", "spectrogram"]
 
 if not "-h" in sys.argv and not "--help" in sys.argv:
     manifest_lines = [