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[micro_wake_word] Download models in parallel (#17701)
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@@ -2,6 +2,7 @@ import hashlib
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import json
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import logging
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from pathlib import Path
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import re
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from urllib.parse import urljoin
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from esphome import automation, external_files, git
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@@ -9,6 +10,7 @@ from esphome.automation import register_action, register_condition
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from esphome.bundle import add_bundle_file
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import esphome.codegen as cg
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from esphome.components import esp32, microphone, ota, psram
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from esphome.components.http_request import validate_url
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import esphome.config_validation as cv
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from esphome.const import (
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CONF_FILE,
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@@ -209,33 +211,13 @@ def _validate_manifest_version(manifest_data):
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raise cv.Invalid("Invalid manifest file, missing 'version' key")
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def _process_http_source(config):
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url = config[CONF_URL]
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path = _compute_local_file_path(config)
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json_path = path / "manifest.json"
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json_contents = external_files.download_content(url, json_path)
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manifest_data = json.loads(json_contents)
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if not isinstance(manifest_data, dict):
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raise cv.Invalid("Manifest file must contain a JSON object")
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model = manifest_data[CONF_MODEL]
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model_url = urljoin(url, model)
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model_path = path / model
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external_files.download_content(str(model_url), model_path)
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return config
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HTTP_SCHEMA = cv.All(
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HTTP_SCHEMA = cv.Schema(
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{
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cv.Required(CONF_URL): cv.url,
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},
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_process_http_source,
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# validate_url only accepts http(s); the shorthand validator relies
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# on this branch rejecting git shorthands ("github://...") so they
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# fall through to the git branch.
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cv.Required(CONF_URL): validate_url,
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}
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)
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@@ -280,6 +262,13 @@ LOCAL_SCHEMA = cv.All(
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)
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# Bare model names in the official model repository ("okay_nabu"). Must not
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# overlap with local paths, http(s) urls, or git shorthands
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# ("github://user/repo/file.json@ref"), which the shorthand validator tries
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# next; anything containing "/", ":" or "@" is not a model name.
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_MODEL_NAME_RE = re.compile(r"[A-Za-z0-9_.-]+")
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def _validate_source_model_name(value):
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if not isinstance(value, str):
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raise cv.Invalid("Model name must be a string")
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@@ -287,6 +276,9 @@ def _validate_source_model_name(value):
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if value.endswith(".json"):
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raise cv.Invalid("Model name must not end with .json")
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if not _MODEL_NAME_RE.fullmatch(value):
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raise cv.Invalid("Model name may only contain letters, numbers, . _ -")
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return MODEL_SOURCE_SCHEMA(
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{
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CONF_TYPE: TYPE_HTTP,
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@@ -376,6 +368,58 @@ def _maybe_empty_vad_schema(value):
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return VAD_MODEL_SCHEMA(value)
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def _download_http_models(config: ConfigType) -> ConfigType:
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"""Download every http-sourced manifest and model file in two concurrent
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batches (all manifests, then all model files).
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The model file's URL only becomes known once its manifest has been
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fetched and parsed, so the two stages cannot be merged into one batch.
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"""
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model_parameters = [*config[CONF_MODELS]]
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if vad := config.get(CONF_VAD):
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model_parameters.append(vad)
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# Keyed by cache path so a URL referenced twice is fetched and parsed once
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http_models: dict[Path, str] = {
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_compute_local_file_path(model_config): model_config[CONF_URL]
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for parameters in model_parameters
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if (model_config := parameters.get(CONF_MODEL)) is not None
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and model_config.get(CONF_TYPE) == TYPE_HTTP
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}
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if not http_models:
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return config
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external_files.download_content_many(
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((url, path / "manifest.json") for path, url in http_models.items()),
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description="wake word manifest(s)",
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)
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model_files: list[tuple[str, Path]] = []
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errors: list[cv.Invalid] = []
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for path, url in http_models.items():
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try:
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manifest_data = json.loads((path / "manifest.json").read_bytes())
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except (OSError, ValueError) as e:
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errors.append(cv.Invalid(f"Invalid manifest file at {url}: {e}"))
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continue
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if not isinstance(manifest_data, dict):
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errors.append(
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cv.Invalid(f"Manifest file at {url} must contain a JSON object")
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)
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continue
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model = manifest_data.get(CONF_MODEL)
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if not isinstance(model, str):
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errors.append(
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cv.Invalid(f"Manifest file at {url} is missing the 'model' key")
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)
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continue
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model_files.append((urljoin(url, model), path / model))
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if errors:
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raise cv.MultipleInvalid(errors)
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external_files.download_content_many(model_files, description="wake word model(s)")
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return config
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CONFIG_SCHEMA = cv.All(
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cv.Schema(
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{
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@@ -409,6 +453,7 @@ CONFIG_SCHEMA = cv.All(
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}
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).extend(cv.COMPONENT_SCHEMA),
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cv.only_on_esp32,
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_download_http_models,
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)
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@@ -165,11 +165,8 @@ def download_content(url: str, path: Path, timeout: int = NETWORK_TIMEOUT) -> by
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_LOGGER.debug("Remote file has not changed %s", url)
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return path.read_bytes()
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_LOGGER.debug(
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"Remote file has changed, downloading from %s to %s",
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url,
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path,
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)
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_LOGGER.info("Downloading %s", url)
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_LOGGER.debug("Saving to %s", path)
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try:
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req = requests.get(
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@@ -210,9 +207,13 @@ def download_content_many(
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items: Iterable[tuple[str, Path]],
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timeout: int = NETWORK_TIMEOUT,
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max_workers: int = DEFAULT_DOWNLOAD_WORKERS,
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description: str = "remote file(s)",
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) -> None:
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"""Run `download_content` for each (url, path) pair concurrently.
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`description` names the kind of files in the progress log line, e.g.
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"wake word manifest(s)".
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Wall time drops from `sum(latency)` to roughly `max(latency)` for cached
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files where the HEAD round-trip dominates. All workers run to
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completion before this returns; every `cv.Invalid` raised by a worker
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@@ -230,6 +231,7 @@ def download_content_many(
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seen: dict[Path, str] = {path: url for url, path in items}
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if not seen:
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return
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_LOGGER.info("Checking %d %s for updates", len(seen), description)
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if len(seen) == 1:
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path, url = next(iter(seen.items()))
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download_content(url, path, timeout)
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@@ -0,0 +1,169 @@
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"""Tests for the micro_wake_word model source validation and downloads."""
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import json
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from pathlib import Path
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from unittest.mock import MagicMock, patch
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import pytest
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from esphome.components import micro_wake_word as mww
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import esphome.config_validation as cv
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from esphome.const import (
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CONF_FILE,
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CONF_MODEL,
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CONF_PATH,
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CONF_REF,
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CONF_TYPE,
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CONF_URL,
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)
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@pytest.fixture
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def mock_download_content_many() -> MagicMock:
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"""Patch the concurrent download helper so no network is involved."""
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with patch(
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"esphome.components.micro_wake_word.external_files.download_content_many"
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) as m:
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yield m
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def test_shorthand_model_name_resolves_without_network(
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mock_download_content_many: MagicMock,
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) -> None:
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config = mww._validate_source_shorthand("okay_nabu")
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assert config[CONF_TYPE] == mww.TYPE_HTTP
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assert config[CONF_URL] == (
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"https://github.com/esphome/micro-wake-word-models/raw/main/models/v2/okay_nabu.json"
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)
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mock_download_content_many.assert_not_called()
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def test_shorthand_git_with_ref_not_captured_as_model_name(
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setup_core: Path, tmp_path: Path
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) -> None:
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repo_dir = tmp_path / "repo"
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repo_dir.mkdir()
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(repo_dir / "model.json").write_text("{}")
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with patch(
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"esphome.components.micro_wake_word.git.clone_or_update",
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return_value=(repo_dir, None),
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):
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config = mww._validate_source_shorthand("github://user/repo/model.json@main")
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assert config[CONF_TYPE] == "git"
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assert config[CONF_URL] == "https://github.com/user/repo.git"
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assert config[CONF_FILE] == "model.json"
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assert config[CONF_REF] == "main"
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def test_shorthand_local_path_not_captured_as_model_name(
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setup_core: Path, tmp_path: Path
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) -> None:
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manifest = tmp_path / "model.json"
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manifest.write_text("{}")
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config = mww.MODEL_SOURCE_SCHEMA(str(manifest))
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assert config[CONF_TYPE] == "local"
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assert Path(config[CONF_PATH]) == manifest
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@pytest.mark.parametrize(
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"value", ["some/path/file", "name@ref", "bad:name", "okay_nabu\n", "héllo"]
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)
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def test_model_name_rejects_non_identifiers(value: str) -> None:
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with pytest.raises(cv.Invalid):
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mww._validate_source_model_name(value)
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def _http_model(name: str) -> dict:
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return {
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CONF_MODEL: {
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CONF_TYPE: mww.TYPE_HTTP,
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CONF_URL: f"https://example.com/models/{name}.json",
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}
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}
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def _write_manifest(model_config: dict, contents: str) -> Path:
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path = mww._compute_local_file_path(model_config[CONF_MODEL])
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path.mkdir(parents=True, exist_ok=True)
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manifest = path / "manifest.json"
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manifest.write_text(contents)
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return path
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def test_download_http_models_batches_manifests_then_models(
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setup_core: Path, mock_download_content_many: MagicMock
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) -> None:
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names = ("okay_nabu", "hey_mycroft", "vad")
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models = {name: _http_model(name) for name in names}
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paths = {
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name: _write_manifest(models[name], json.dumps({"model": f"{name}.tflite"}))
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for name in names
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}
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config = {
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mww.CONF_MODELS: [
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models["okay_nabu"],
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models["hey_mycroft"],
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# non-http sources must be ignored
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{CONF_MODEL: {CONF_TYPE: "local", CONF_PATH: "x"}},
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],
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mww.CONF_VAD: models["vad"],
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}
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assert mww._download_http_models(config) is config
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assert mock_download_content_many.call_count == 2
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manifest_items = list(mock_download_content_many.call_args_list[0].args[0])
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assert manifest_items == [
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(f"https://example.com/models/{name}.json", paths[name] / "manifest.json")
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for name in names
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]
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model_items = list(mock_download_content_many.call_args_list[1].args[0])
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assert model_items == [
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(f"https://example.com/models/{name}.tflite", paths[name] / f"{name}.tflite")
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for name in names
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]
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def test_download_http_models_no_http_sources_skips_download(
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mock_download_content_many: MagicMock,
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) -> None:
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config = {mww.CONF_MODELS: [{CONF_MODEL: {CONF_TYPE: "local", CONF_PATH: "x"}}]}
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assert mww._download_http_models(config) is config
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mock_download_content_many.assert_not_called()
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@pytest.mark.parametrize(
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("contents", "message"),
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[
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("not json", "Invalid manifest file"),
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("[1, 2]", "must contain a JSON object"),
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("{}", "missing the 'model' key"),
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],
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)
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def test_download_http_models_bad_manifest_raises(
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setup_core: Path,
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mock_download_content_many: MagicMock,
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contents: str,
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message: str,
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) -> None:
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model = _http_model("okay_nabu")
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config = {mww.CONF_MODELS: [model]}
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_write_manifest(model, contents)
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with pytest.raises(cv.Invalid, match=message):
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mww._download_http_models(config)
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# manifests were still fetched in one batch; the model batch never ran
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assert mock_download_content_many.call_count == 1
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def test_download_http_models_collects_all_manifest_errors(
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setup_core: Path, mock_download_content_many: MagicMock
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) -> None:
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models = {name: _http_model(name) for name in ("one", "two")}
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config = {mww.CONF_MODELS: list(models.values())}
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_write_manifest(models["one"], "not json")
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_write_manifest(models["two"], "[1]")
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with pytest.raises(cv.MultipleInvalid) as excinfo:
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mww._download_http_models(config)
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assert len(excinfo.value.errors) == 2
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