mirror of
https://github.com/meshtastic/python.git
synced 2026-01-16 11:47:57 -05:00
add beginnings of analysis viewer (and fix poetry extras usage for tunnel)
This commit is contained in:
Kevin Hester
8
.vscode/launch.json
vendored
8
.vscode/launch.json
vendored
@@ -36,6 +36,14 @@
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"justMyCode": true,
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"args": ["--tunnel", "--debug"]
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},
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{
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"name": "meshtastic analysis",
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"type": "debugpy",
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"request": "launch",
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"module": "meshtastic.analysis",
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"justMyCode": true,
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"args": [""]
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},
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{
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"name": "meshtastic set chan",
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"type": "debugpy",
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137
meshtastic/analysis/__main__.py
Normal file
137
meshtastic/analysis/__main__.py
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@@ -0,0 +1,137 @@
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"""Post-run analysis tools for meshtastic."""
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import logging
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import numpy as np
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import pandas as pd
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import plotly.express as px
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import plotly.graph_objects as go
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import pyarrow as pa
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import pyarrow.feather as feather
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from dash import Dash, Input, Output, callback, dash_table, dcc, html
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from .. import mesh_pb2, powermon_pb2
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# per https://arrow.apache.org/docs/python/pandas.html#reducing-memory-use-in-table-to-pandas
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# use this to get nullable int fields treated as ints rather than floats in pandas
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dtype_mapping = {
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pa.int8(): pd.Int8Dtype(),
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pa.int16(): pd.Int16Dtype(),
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pa.int32(): pd.Int32Dtype(),
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pa.int64(): pd.Int64Dtype(),
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pa.uint8(): pd.UInt8Dtype(),
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pa.uint16(): pd.UInt16Dtype(),
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pa.uint32(): pd.UInt32Dtype(),
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pa.uint64(): pd.UInt64Dtype(),
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pa.bool_(): pd.BooleanDtype(),
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pa.float32(): pd.Float32Dtype(),
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pa.float64(): pd.Float64Dtype(),
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pa.string(): pd.StringDtype(),
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}
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# sdir = '/home/kevinh/.local/share/meshtastic/slogs/20240626-152804'
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sdir = "/home/kevinh/.local/share/meshtastic/slogs/latest"
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dpwr = feather.read_table(f"{sdir}/power.feather").to_pandas(
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types_mapper=dtype_mapping.get
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)
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dslog = feather.read_table(f"{sdir}/slog.feather").to_pandas(
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types_mapper=dtype_mapping.get
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)
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def get_board_info():
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"""Get the board information from the slog dataframe.
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tuple: A tuple containing the board ID and software version.
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"""
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board_info = dslog[dslog["sw_version"].notnull()]
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sw_version = board_info.iloc[0]["sw_version"]
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board_id = mesh_pb2.HardwareModel.Name(board_info.iloc[0]["board_id"])
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return (board_id, sw_version)
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pmon_events = dslog[dslog["pm_mask"].notnull()]
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pm_masks = pd.Series(pmon_events["pm_mask"]).to_numpy()
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# possible to do this with pandas rolling windows if I was smarter?
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pm_changes = [(pm_masks[i - 1] ^ x if i != 0 else x) for i, x in enumerate(pm_masks)]
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pm_raises = [(pm_masks[i] & x) for i, x in enumerate(pm_changes)]
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pm_falls = [(~pm_masks[i] & x if i != 0 else 0) for i, x in enumerate(pm_changes)]
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def to_pmon_names(arr) -> list[str]:
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"""Convert the power monitor state numbers to their corresponding names.
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"""
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def to_pmon_name(n):
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try:
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s = powermon_pb2.PowerMon.State.Name(int(n))
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return s if s != "None" else None
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except ValueError:
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return None
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return [to_pmon_name(x) for x in arr]
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pd.options.mode.copy_on_write = True
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pmon_events["pm_raises"] = to_pmon_names(pm_raises)
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pmon_events["pm_falls"] = to_pmon_names(pm_falls)
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pmon_raises = pmon_events[pmon_events["pm_raises"].notnull()]
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def create_dash():
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"""Create a Dash application for visualizing power consumption data."""
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app = Dash()
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def set_legend(f, name):
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f["data"][0]["showlegend"] = True
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f["data"][0]["name"] = name
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return f
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df = dpwr
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avg_pwr_lines = px.line(df, x="time", y="average_mW").update_traces(
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line_color="red"
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)
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set_legend(avg_pwr_lines, "avg power")
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max_pwr_points = px.scatter(df, x="time", y="max_mW").update_traces(
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marker_color="blue"
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)
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set_legend(max_pwr_points, "max power")
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min_pwr_points = px.scatter(df, x="time", y="min_mW").update_traces(
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marker_color="green"
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)
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set_legend(min_pwr_points, "min power")
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pmon = pmon_raises
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fake_y = np.full(len(pmon), 10.0)
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pmon_points = px.scatter(pmon, x="time", y=fake_y, text="pm_raises")
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# fig = avg_pwr_lines
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# fig.add_trace(max_pwr_points)
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# don't show minpower because not that interesting: min_pwr_points.data
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fig = go.Figure(data=max_pwr_points.data + avg_pwr_lines.data + pmon_points.data)
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fig.update_layout(legend=dict(yanchor="top", y=0.99, xanchor="left", x=0.01))
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# App layout
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app.layout = [
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html.Div(children="Early Meshtastic power analysis tool testing..."),
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# dash_table.DataTable(data=df.to_dict('records'), page_size=10),
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dcc.Graph(figure=fig),
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]
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return app
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def main():
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"""Entry point of the script."""
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app = create_dash()
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port = 8051
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logging.info(f"Running Dash visualization webapp on port {port} (publicly accessible)")
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app.run_server(debug=True, host='0.0.0.0', port=port)
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if __name__ == "__main__":
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main()
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141
poetry.lock
generated
141
poetry.lock
generated
@@ -122,13 +122,13 @@ test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock
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[[package]]
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name = "astroid"
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version = "3.2.2"
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version = "3.2.3"
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description = "An abstract syntax tree for Python with inference support."
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optional = false
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python-versions = ">=3.8.0"
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files = [
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{file = "astroid-3.2.2-py3-none-any.whl", hash = "sha256:e8a0083b4bb28fcffb6207a3bfc9e5d0a68be951dd7e336d5dcf639c682388c0"},
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{file = "astroid-3.2.2.tar.gz", hash = "sha256:8ead48e31b92b2e217b6c9733a21afafe479d52d6e164dd25fb1a770c7c3cf94"},
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{file = "astroid-3.2.3-py3-none-any.whl", hash = "sha256:3eae9ea67c11c858cdd2c91337d2e816bd019ac897ca07d7b346ac10105fceb3"},
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{file = "astroid-3.2.3.tar.gz", hash = "sha256:7099b5a60985529d8d46858befa103b82d0d05a5a5e8b816b5303ed96075e1d9"},
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]
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[package.dependencies]
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@@ -315,7 +315,7 @@ files = [
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name = "blinker"
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version = "1.8.2"
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description = "Fast, simple object-to-object and broadcast signaling"
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optional = false
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optional = true
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python-versions = ">=3.8"
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files = [
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{file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
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@@ -603,63 +603,63 @@ test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
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[[package]]
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name = "coverage"
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version = "7.5.4"
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version = "7.6.0"
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description = "Code coverage measurement for Python"
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optional = false
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python-versions = ">=3.8"
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files = [
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{file = "coverage-7.5.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6cfb5a4f556bb51aba274588200a46e4dd6b505fb1a5f8c5ae408222eb416f99"},
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|
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||||
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{file = "coverage-7.6.0.tar.gz", hash = "sha256:289cc803fa1dc901f84701ac10c9ee873619320f2f9aff38794db4a4a0268d51"},
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||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -687,7 +687,7 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
|
||||
name = "dash"
|
||||
version = "2.17.1"
|
||||
description = "A Python framework for building reactive web-apps. Developed by Plotly."
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
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||||
{file = "dash-2.17.1-py3-none-any.whl", hash = "sha256:3eefc9ac67003f93a06bc3e500cae0a6787c48e6c81f6f61514239ae2da414e4"},
|
||||
@@ -720,7 +720,7 @@ testing = ["beautifulsoup4 (>=4.8.2)", "cryptography", "dash-testing-stub (>=0.0
|
||||
name = "dash-core-components"
|
||||
version = "2.0.0"
|
||||
description = "Core component suite for Dash"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = "*"
|
||||
files = [
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||||
{file = "dash_core_components-2.0.0-py3-none-any.whl", hash = "sha256:52b8e8cce13b18d0802ee3acbc5e888cb1248a04968f962d63d070400af2e346"},
|
||||
@@ -731,7 +731,7 @@ files = [
|
||||
name = "dash-html-components"
|
||||
version = "2.0.0"
|
||||
description = "Vanilla HTML components for Dash"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = "*"
|
||||
files = [
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||||
{file = "dash_html_components-2.0.0-py3-none-any.whl", hash = "sha256:b42cc903713c9706af03b3f2548bda4be7307a7cf89b7d6eae3da872717d1b63"},
|
||||
@@ -742,7 +742,7 @@ files = [
|
||||
name = "dash-table"
|
||||
version = "5.0.0"
|
||||
description = "Dash table"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = "*"
|
||||
files = [
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||||
{file = "dash_table-5.0.0-py3-none-any.whl", hash = "sha256:19036fa352bb1c11baf38068ec62d172f0515f73ca3276c79dee49b95ddc16c9"},
|
||||
@@ -911,7 +911,7 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
|
||||
name = "flask"
|
||||
version = "3.0.3"
|
||||
description = "A simple framework for building complex web applications."
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
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||||
{file = "flask-3.0.3-py3-none-any.whl", hash = "sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3"},
|
||||
@@ -1311,7 +1311,7 @@ colors = ["colorama (>=0.4.6)"]
|
||||
name = "itsdangerous"
|
||||
version = "2.2.0"
|
||||
description = "Safely pass data to untrusted environments and back."
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
|
||||
@@ -2428,7 +2428,7 @@ type = ["mypy (>=1.8)"]
|
||||
name = "plotly"
|
||||
version = "5.22.0"
|
||||
description = "An open-source, interactive data visualization library for Python"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
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||||
{file = "plotly-5.22.0-py3-none-any.whl", hash = "sha256:68fc1901f098daeb233cc3dd44ec9dc31fb3ca4f4e53189344199c43496ed006"},
|
||||
@@ -2886,7 +2886,7 @@ cp2110 = ["hidapi"]
|
||||
name = "pytap2"
|
||||
version = "2.3.0"
|
||||
description = "Object-oriented wrapper around the Linux Tun/Tap device"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "pytap2-2.3.0-py3-none-any.whl", hash = "sha256:a1edc287cf25c61f8fa8415fb6b61e50ac119ef5cd758ce15f2105d2c69f24ef"},
|
||||
@@ -3206,7 +3206,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
|
||||
name = "retrying"
|
||||
version = "1.3.4"
|
||||
description = "Retrying"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = "*"
|
||||
files = [
|
||||
{file = "retrying-1.3.4-py3-none-any.whl", hash = "sha256:8cc4d43cb8e1125e0ff3344e9de678fefd85db3b750b81b2240dc0183af37b35"},
|
||||
@@ -3481,7 +3481,7 @@ widechars = ["wcwidth"]
|
||||
name = "tenacity"
|
||||
version = "8.5.0"
|
||||
description = "Retry code until it succeeds"
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "tenacity-8.5.0-py3-none-any.whl", hash = "sha256:b594c2a5945830c267ce6b79a166228323ed52718f30302c1359836112346687"},
|
||||
@@ -3756,7 +3756,7 @@ test = ["websockets"]
|
||||
name = "werkzeug"
|
||||
version = "3.0.3"
|
||||
description = "The comprehensive WSGI web application library."
|
||||
optional = false
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "werkzeug-3.0.3-py3-none-any.whl", hash = "sha256:fc9645dc43e03e4d630d23143a04a7f947a9a3b5727cd535fdfe155a17cc48c8"},
|
||||
@@ -4014,9 +4014,10 @@ doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linke
|
||||
test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
|
||||
|
||||
[extras]
|
||||
tunnel = []
|
||||
analysis = ["dash"]
|
||||
tunnel = ["pytap2"]
|
||||
|
||||
[metadata]
|
||||
lock-version = "2.0"
|
||||
python-versions = "^3.9,<3.13"
|
||||
content-hash = "a8752ba6272252f0fbf8de7b6635dbbbfee7587a9851e4a2050ec0e4f080a6b4"
|
||||
content-hash = "ebe9b93c7e4215f86530f11c1375eff6c955a438310f189cc4e52511dcb29aab"
|
||||
|
||||
@@ -27,6 +27,8 @@ ppk2-api = "^0.9.2"
|
||||
pyarrow = "^16.1.0"
|
||||
platformdirs = "^4.2.2"
|
||||
print-color = "^0.4.6"
|
||||
dash = { version = "^2.17.1", optional = true }
|
||||
pytap2 = { version = "^2.3.0", optional = true }
|
||||
|
||||
[tool.poetry.group.dev.dependencies]
|
||||
hypothesis = "^6.103.2"
|
||||
@@ -35,7 +37,6 @@ pytest-cov = "^5.0.0"
|
||||
pdoc3 = "^0.10.0"
|
||||
autopep8 = "^2.1.0"
|
||||
pylint = "^3.2.3"
|
||||
pytap2 = "^2.3.0"
|
||||
pyinstaller = "^6.8.0"
|
||||
mypy = "^1.10.0"
|
||||
mypy-protobuf = "^3.6.0"
|
||||
@@ -56,14 +57,15 @@ matplotlib = "^3.9.0"
|
||||
ipympl = "^0.9.4"
|
||||
ipywidgets = "^8.1.3"
|
||||
jupyterlab-widgets = "^3.0.11"
|
||||
dash = "^2.17.1"
|
||||
|
||||
[tool.poetry.extras]
|
||||
tunnel = ["pytap2"]
|
||||
analysis = [ "dash" ]
|
||||
|
||||
[tool.poetry.scripts]
|
||||
meshtastic = "meshtastic.__main__:main"
|
||||
mesh-tunnel = "meshtastic.__main__:tunnelMain [tunnel]"
|
||||
mesh-analysis = "meshtastic.analysis.__main__:main [analysis]"
|
||||
|
||||
# "Poe the poet" (optional) provides an easy way of running non python tools inside the poetry virtualenv
|
||||
# if you would like to use it run "pipx install poe"
|
||||
|
||||
Reference in New Issue
Block a user