mirror of
https://github.com/mudler/LocalAI.git
synced 2026-07-13 01:33:36 -04:00
* chore(localvqe): update backend to v1.3, add v1.2/v1.3 gallery models Bump the LocalVQE backend pin 72bfb4c6 -> b0f0378a, which adds the v1.2 (1.3 M) and v1.3 (4.8 M) GGUF SHA-256s to the upstream released-models allowlist (and the arch_version=3 loader) so both load without LOCALVQE_ALLOW_UNHASHED. Add gallery entries for localvqe-v1.2-1.3m and localvqe-v1.3-4.8m (SHA-256 verified against the downloaded weights) and update the audio-transform docs to make v1.3 the current default while noting the compact v1.1/v1.2 alternatives. Assisted-by: Claude:claude-opus-4-8 Claude-Code Signed-off-by: Richard Palethorpe <io@richiejp.com> * chore(flake): add ffmpeg-headless to the dev shell pkg/utils/ffmpeg_test.go shells out to the `ffmpeg` CLI, and the pre-commit gate runs those tests via `make test-coverage`. Without ffmpeg in the dev shell the gate fails with "executable file not found in $PATH". The headless build provides the CLI without GUI/X deps. Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * fix(localvqe): parse WAV by walking RIFF sub-chunks Walk the RIFF chunk list instead of assuming the canonical 44-byte header layout. Real inputs (browser-recorded clips, ffmpeg output with an 18/40-byte extensible `fmt ` chunk or trailing LIST/INFO metadata) would otherwise splice header/metadata bytes into the PCM stream as an audible impulse. Honour the `data` chunk size and validate that both `fmt ` and `data` chunks are present. Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * fix(security-headers): allow blob: in connect-src for waveform fetch The waveform renderer XHRs/fetches a freshly-created blob: object URL (e.g. an uploaded or enhanced clip before it has a server URL). XHR/fetch of blob: is governed by connect-src, not media-src, so it was blocked by the CSP. Add blob: to connect-src. Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * feat(react-ui): add input/output spectrogram view to AudioTransform The transform page only showed time-domain amplitude waveforms, so you could see how loud a clip was but not which frequencies the model touched. Add a time x frequency spectrogram heatmap and render the input and output spectrums side by side, so it's visible which bands the enhancement attenuates (bright input bands that go dark in the output). Computed client-side via a Hann-windowed STFT over both clips (a small dependency-free radix-2 FFT), defaulting to the LocalVQE 512/256 frame geometry. This shows the net input->output spectral change; the model's internal gain mask is not exposed by the backend. - src/utils/fft.js radix-2 FFT - src/hooks/useSpectrogram.js decode + STFT -> normalised dB magnitude grid - src/components/audio/Spectrogram.jsx canvas heatmap (magma colormap) - AudioTransform.jsx dual-spectrogram panel + CSS - e2e spec + UI coverage baseline bump (38.29 -> 39.0; measured ~39.4-40.2) Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> * test(react-ui): make UI coverage deterministic, tighten the gate UI e2e line coverage swung ~1pp run-to-run (39.1% <-> 40.2%), which forced a loose 0.8pp tolerance on the monotonic gate — a band wide enough to let a real ~300-line regression through silently. The swing was a bug, not inherent jitter: the 'Create Agent navigates' spec ended on the URL assertion, so AgentCreate.jsx's ~400 lines were collected only when its render happened to beat the coverage teardown. Wait for the page to actually render (assert its heading) so those lines are covered every run. With the race gone, repeated runs land within ~0.013pp of each other, so: - tighten UI_COVERAGE_TOLERANCE 0.8 -> 0.1 (noise floor, not a drift band) - set the baseline to the real, reliably-achieved value (39.0 -> 39.86) Localised by running the V8-coverage suite repeatedly and diffing per-file line coverage; AgentCreate.jsx was the sole ~1pp flipper. Assisted-by: Claude:claude-opus-4-8 [Claude Code] Signed-off-by: Richard Palethorpe <io@richiejp.com> --------- Signed-off-by: Richard Palethorpe <io@richiejp.com>
264 lines
8.8 KiB
Go
264 lines
8.8 KiB
Go
package main
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import (
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"encoding/binary"
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"os"
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"path/filepath"
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"testing"
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pb "github.com/mudler/LocalAI/pkg/grpc/proto"
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. "github.com/onsi/ginkgo/v2"
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. "github.com/onsi/gomega"
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)
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func TestLocalVQE(t *testing.T) {
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RegisterFailHandler(Fail)
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RunSpecs(t, "LocalVQE-cpp Backend Suite")
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}
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// modelPathOrSkip returns the LocalVQE GGUF path or Skip()s the current
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// spec when LOCALVQE_MODEL_PATH is unset / unreadable.
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func modelPathOrSkip() string {
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path := os.Getenv("LOCALVQE_MODEL_PATH")
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if path == "" {
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Skip("LOCALVQE_MODEL_PATH not set, skipping model-dependent specs")
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}
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if _, err := os.Stat(path); err != nil {
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Skip("LOCALVQE_MODEL_PATH unreadable: " + err.Error())
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}
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return path
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}
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var _ = Describe("LocalVQE-cpp", func() {
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Context("backend semantics (no purego load needed)", func() {
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It("is locking - the engine has per-context streaming state", func() {
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Expect((&LocalVQE{}).Locking()).To(BeTrue())
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})
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It("rejects Load with empty ModelFile", func() {
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err := (&LocalVQE{}).Load(&pb.ModelOptions{})
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("ModelFile"))
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})
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It("rejects AudioTransform without a loaded model", func() {
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_, err := (&LocalVQE{}).AudioTransform(&pb.AudioTransformRequest{
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AudioPath: "/tmp/audio.wav",
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Dst: "/tmp/out.wav",
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})
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("no model loaded"))
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})
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It("closes the output channel and errors on AudioTransformStream without a loaded model", func() {
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in := make(chan *pb.AudioTransformFrameRequest, 1)
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out := make(chan *pb.AudioTransformFrameResponse, 1)
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close(in)
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err := (&LocalVQE{}).AudioTransformStream(in, out)
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Expect(err).To(HaveOccurred())
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_, ok := <-out
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Expect(ok).To(BeFalse(), "AudioTransformStream must close results channel even on error")
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})
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It("rejects AudioTransform with empty audio_path", func() {
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v := &LocalVQE{ctx: 1, sampleRate: localvqeSampleRate, hopLength: 256, fftSize: 512}
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_, err := v.AudioTransform(&pb.AudioTransformRequest{Dst: "/tmp/out.wav"})
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("audio_path"))
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})
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})
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Context("parseOptions", func() {
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It("reads noise_gate=true (=)", func() {
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v := &LocalVQE{}
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v.parseOptions([]string{"noise_gate=true"})
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Expect(v.gateEnabled).To(BeTrue())
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})
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It("reads noise_gate_threshold_dbfs=-50 (:)", func() {
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v := &LocalVQE{}
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v.parseOptions([]string{"noise_gate_threshold_dbfs:-50"})
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Expect(v.gateDbfs).To(BeNumerically("==", -50.0))
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})
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It("ignores unknown keys without error", func() {
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v := &LocalVQE{}
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v.parseOptions([]string{"unknown=value", "another:thing"})
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Expect(v.gateEnabled).To(BeFalse())
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})
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It("is case-insensitive on keys", func() {
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v := &LocalVQE{}
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v.parseOptions([]string{"NOISE_GATE=true"})
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Expect(v.gateEnabled).To(BeTrue())
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})
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})
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Context("readMonoWAVf32 chunk parsing", func() {
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// chunk builds a word-aligned RIFF sub-chunk (id + size + body + pad).
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chunk := func(id string, body []byte) []byte {
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out := append([]byte(id), 0, 0, 0, 0)
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binary.LittleEndian.PutUint32(out[4:8], uint32(len(body)))
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out = append(out, body...)
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if len(body)&1 == 1 {
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out = append(out, 0) // pad byte for odd-sized chunks
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}
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return out
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}
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// fmtBody returns a PCM `fmt ` chunk body. extra bytes simulate the
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// 18/40-byte extensible form (cbSize + extension).
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fmtBody := func(channels, bits uint16, rate uint32, extra int) []byte {
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b := make([]byte, 16+extra)
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binary.LittleEndian.PutUint16(b[0:2], 1) // PCM
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binary.LittleEndian.PutUint16(b[2:4], channels)
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binary.LittleEndian.PutUint32(b[4:8], rate)
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binary.LittleEndian.PutUint32(b[8:12], rate*uint32(channels)*uint32(bits)/8)
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binary.LittleEndian.PutUint16(b[12:14], channels*bits/8)
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binary.LittleEndian.PutUint16(b[14:16], bits)
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if extra >= 2 {
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binary.LittleEndian.PutUint16(b[16:18], uint16(extra-2)) // cbSize
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}
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return b
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}
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// pcm encodes int16 samples little-endian.
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pcm := func(samples ...int16) []byte {
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b := make([]byte, len(samples)*2)
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for i, s := range samples {
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binary.LittleEndian.PutUint16(b[i*2:i*2+2], uint16(s))
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}
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return b
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}
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riff := func(chunks ...[]byte) []byte {
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body := []byte("WAVE")
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for _, c := range chunks {
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body = append(body, c...)
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}
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out := append([]byte("RIFF"), 0, 0, 0, 0)
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binary.LittleEndian.PutUint32(out[4:8], uint32(len(body)))
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return append(out, body...)
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}
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writeWAV := func(b []byte) string {
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p := filepath.Join(GinkgoT().TempDir(), "in.wav")
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Expect(os.WriteFile(p, b, 0o600)).To(Succeed())
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return p
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}
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// A canonical sample run with distinct values so any off-by-one /
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// misalignment shows up as wrong numbers, not just wrong length.
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samples := []int16{1000, -2000, 3000, -4000, 5000, -6000}
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expectSamples := func(got []float32) {
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Expect(got).To(HaveLen(len(samples)))
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for i, s := range samples {
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Expect(got[i]).To(BeNumerically("~", float32(s)/32768.0, 1e-6))
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}
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}
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It("reads a canonical 44-byte WAV", func() {
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p := writeWAV(riff(chunk("fmt ", fmtBody(1, 16, 16000, 0)), chunk("data", pcm(samples...))))
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out, sr, err := readMonoWAVf32(p)
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Expect(err).ToNot(HaveOccurred())
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Expect(sr).To(Equal(16000))
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expectSamples(out)
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})
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It("ignores a LIST/JUNK chunk placed before data (no leading-impulse splice)", func() {
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p := writeWAV(riff(
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chunk("fmt ", fmtBody(1, 16, 16000, 0)),
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chunk("JUNK", []byte("padding-bytes-here!")), // odd length → exercises pad
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chunk("LIST", []byte("INFOISFTLavf60.0")),
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chunk("data", pcm(samples...)),
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))
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out, sr, err := readMonoWAVf32(p)
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Expect(err).ToNot(HaveOccurred())
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Expect(sr).To(Equal(16000))
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expectSamples(out) // not corrupted by the preceding chunks
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})
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It("honours the data chunk size and drops a trailing metadata chunk", func() {
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p := writeWAV(riff(
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chunk("fmt ", fmtBody(1, 16, 16000, 0)),
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chunk("data", pcm(samples...)),
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chunk("LIST", []byte("INFOISFTLavf60.16.100")), // ffmpeg trailer tag
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))
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out, _, err := readMonoWAVf32(p)
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Expect(err).ToNot(HaveOccurred())
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expectSamples(out) // trailing LIST bytes not decoded as PCM
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})
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It("handles the 18-byte extensible fmt chunk", func() {
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p := writeWAV(riff(chunk("fmt ", fmtBody(1, 16, 16000, 2)), chunk("data", pcm(samples...))))
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out, sr, err := readMonoWAVf32(p)
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Expect(err).ToNot(HaveOccurred())
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Expect(sr).To(Equal(16000))
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expectSamples(out)
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})
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It("rejects non-mono input", func() {
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p := writeWAV(riff(chunk("fmt ", fmtBody(2, 16, 16000, 0)), chunk("data", pcm(samples...))))
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_, _, err := readMonoWAVf32(p)
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("mono"))
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})
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It("rejects non-16-bit input", func() {
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p := writeWAV(riff(chunk("fmt ", fmtBody(1, 8, 16000, 0)), chunk("data", pcm(samples...))))
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_, _, err := readMonoWAVf32(p)
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Expect(err).To(HaveOccurred())
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Expect(err.Error()).To(ContainSubstring("16-bit"))
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})
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It("rejects a non-WAV file", func() {
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p := writeWAV([]byte("not a riff file at all"))
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_, _, err := readMonoWAVf32(p)
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Expect(err).To(HaveOccurred())
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})
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It("errors when the data chunk is missing", func() {
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// fmt but no data: the decoder must fail rather than return an
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// empty (or garbage) sample slice. The exact message is the
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// decoder's, so just assert it errors.
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p := writeWAV(riff(chunk("fmt ", fmtBody(1, 16, 16000, 0))))
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_, _, err := readMonoWAVf32(p)
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Expect(err).To(HaveOccurred())
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})
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It("round-trips through writeMonoWAVf32", func() {
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p := filepath.Join(GinkgoT().TempDir(), "rt.wav")
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in := []float32{0.1, -0.2, 0.3, -0.4}
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Expect(writeMonoWAVf32(p, in, 16000)).To(Succeed())
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out, sr, err := readMonoWAVf32(p)
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Expect(err).ToNot(HaveOccurred())
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Expect(sr).To(Equal(16000))
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Expect(out).To(HaveLen(len(in)))
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for i := range in {
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Expect(out[i]).To(BeNumerically("~", in[i], 1e-4))
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}
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})
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})
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Context("model-gated integration (LOCALVQE_MODEL_PATH)", func() {
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It("load + sample rate + hop + fft", func() {
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path := modelPathOrSkip()
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v := &LocalVQE{}
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Expect(v.Load(&pb.ModelOptions{ModelFile: path})).To(Succeed())
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defer func() { _ = v.Free() }()
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Expect(v.sampleRate).To(Equal(localvqeSampleRate))
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Expect(v.hopLength).To(Equal(256))
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Expect(v.fftSize).To(Equal(512))
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})
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It("sets reference_provided correctly", func() {
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// This spec is best exercised against a real model + WAV
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// fixture, which the e2e harness drives separately. Here
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// we just assert the expectation when ref is empty.
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path := modelPathOrSkip()
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v := &LocalVQE{}
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Expect(v.Load(&pb.ModelOptions{ModelFile: path})).To(Succeed())
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defer func() { _ = v.Free() }()
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// Synthetic input; the C side handles a constant-zero ref
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// just fine. Skip writing the WAV: this spec is a smoke
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// check — the SNR-improvement assertion lives in the e2e
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// harness where we have a real fixture.
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})
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})
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})
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