feat(app): added styling and propper visualisation for error-rate mode
This commit is contained in:
Thijs Houben
parent
a84ea5881c
commit
79151f7e3c
5 changed files with 377 additions and 266 deletions
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@ -25,7 +25,7 @@ repos:
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hooks:
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- id: pyright
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types_or: [python, pyi, jupyter]
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additional_dependencies: [numpy, pytest, fastapi, praat-parselmouth, orjson, pydantic, scipy, psycopg, deepgram-sdk, pydub, ffmpeg-python]
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additional_dependencies: [numpy, pytest, fastapi, praat-parselmouth, orjson, pydantic, scipy, psycopg, deepgram-sdk, pydub, ffmpeg-python, jiwer]
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stages: [pre-commit]
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- repo: https://github.com/crate-ci/typos
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rev: v1.21.0
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3
_typos.toml
Normal file
3
_typos.toml
Normal file
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@ -0,0 +1,3 @@
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[default.extend-words]
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# Don't correct the surname "Teh"
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wil = "wil"
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@ -3,95 +3,198 @@
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export let computedData: mode.ComputedData<'error-rate'>;
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export let fileState: mode.FileState<'error-rate'>;
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export function getNumberArray(n: number) {
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return Array.from({ length: n }, (_, i) => i); // eslint-disable-line @typescript-eslint/no-unused-vars
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}
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</script>
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<div>
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{#if computedData !== null}
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{#if computedData !== null}
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<div class="min-w-sm h-fit max-w-4xl flex-1 rounded bg-secondary p-4 text-secondary-foreground">
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<h2>name: {fileState.name}</h2>
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<h2>id: {fileState.id}</h2>
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<h2>ground truth: {computedData.groundTruth}</h2>
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<div>
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<h2>name: {fileState.name}</h2>
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<h2>id: {fileState.id}</h2>
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<h2>ground truth: {computedData.groundTruth}</h2>
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<div>
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{#each computedData.errorRates as errorRate}
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<h2>word level</h2>
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<h3>wer: {errorRate.wordLevel.wer}</h3>
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<h3>mer: {errorRate.wordLevel.mer}</h3>
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<h3>wil: {errorRate.wordLevel.wil}</h3>
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<h3>wip: {errorRate.wordLevel.wip}</h3>
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<h3>hits: {errorRate.wordLevel.hits}</h3>
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<h3>substitutions: {errorRate.wordLevel.substitutions}</h3>
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<h3>deletions: {errorRate.wordLevel.deletions}</h3>
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{#each errorRate.wordLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span
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>{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'deletion'}
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<span style="color:red"
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>{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span style="color:green"
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>{errorRate.wordLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span style="color:yellow"
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>{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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<span style="color:yellowgreen"
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>{errorRate.wordLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{/if}
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{/each}
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{#each computedData.errorRates as errorRate}
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<div class="flex-1">
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<span>wer: {(errorRate.wordLevel.wer * 100).toFixed(2) + '%'}</span>
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<span>mer: {(errorRate.wordLevel.mer * 100).toFixed(2) + '%'}</span>
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<span>wil: {(errorRate.wordLevel.wil * 100).toFixed(2) + '%'}</span>
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<span>wip: {(errorRate.wordLevel.wip * 100).toFixed(2) + '%'}</span>
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</div>
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<div class="flex-1">
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<span>hits: {errorRate.wordLevel.hits}</span>
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<span>substitutions: {errorRate.wordLevel.substitutions}</span>
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<span>deletions: {errorRate.wordLevel.deletions}</span>
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</div>
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<div class="border-box overflow-x-auto font-mono">
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<h4 class="whitespace-nowrap">
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{#each errorRate.wordLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span class="bg-lime-400">
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{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'delete'}
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<span class="bg-red-600">
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{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span class="bg-sky-400">
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{errorRate.wordLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')
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.replaceAll(/\S/g, '_')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span class="bg-amber-500">
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{#each getNumberArray(alignment.hypothesisEndIndex - alignment.hypothesisStartIndex) as i}
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{' ' +
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'_'.repeat(
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Math.max(
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errorRate.wordLevel.hypothesis[alignment.hypothesisStartIndex + i]
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.length -
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errorRate.wordLevel.reference[alignment.referenceStartIndex + i].length,
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0
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)
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) +
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errorRate.wordLevel.reference[alignment.referenceStartIndex + i]}
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{/each}
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</span>
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{/if}
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<span> </span>
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{/each}
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</h4>
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<h4 class="whitespace-nowrap">
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{#each errorRate.wordLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span class="bg-lime-400">
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{errorRate.wordLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span class="bg-sky-400">
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{errorRate.wordLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'delete'}
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<span class="bg-red-600">
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{errorRate.wordLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')
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.replaceAll(/\S/g, '_')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span class="bg-amber-500">
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{#each getNumberArray(alignment.hypothesisEndIndex - alignment.hypothesisStartIndex) as i}
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{' ' +
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'_'.repeat(
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Math.max(
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errorRate.wordLevel.reference[alignment.referenceStartIndex + i].length -
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errorRate.wordLevel.hypothesis[alignment.hypothesisStartIndex + i]
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.length,
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0
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)
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) +
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errorRate.wordLevel.hypothesis[alignment.hypothesisStartIndex + i]}
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{/each}
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</span>
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{/if}
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<span> </span>
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{/each}
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</h4>
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</div>
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<h2>character level</h2>
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<h3>cer: {errorRate.characterLevel.cer}</h3>
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<h3>substitutions: {errorRate.characterLevel.substitutions}</h3>
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<h3>deletions: {errorRate.characterLevel.deletions}</h3>
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{#each errorRate.characterLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span
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>{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'deletion'}
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<span style="color:red"
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>{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span style="color:green"
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>{errorRate.characterLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span style="color:yellow"
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>{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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<span style="color:yellowgreen"
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>{errorRate.characterLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + ' ' + cur, '')}
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</span>
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{/if}
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{/each}
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{/each}
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</div>
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<h3>cer: {(errorRate.characterLevel.cer * 100).toFixed(2) + '%'}</h3>
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<div class="flex-1">
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<span>hits: {errorRate.characterLevel.hits}</span>
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<span>substitutions: {errorRate.characterLevel.substitutions}</span>
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<span>deletions: {errorRate.characterLevel.deletions}</span>
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</div>
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<div class="border-box overflow-x-auto font-mono">
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<h4 class="whitespace-nowrap">
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{#each errorRate.characterLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span class="bg-lime-400">
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{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + cur, '')}
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</span>
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{:else if alignment.type === 'delete'}
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<span class="bg-red-600">
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{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span class="bg-sky-400">
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{errorRate.characterLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + cur, '')
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.replaceAll(/\S/g, '_')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span class="bg-amber-500">
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{#each getNumberArray(alignment.hypothesisEndIndex - alignment.hypothesisStartIndex) as i}
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{'_'.repeat(
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Math.max(
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errorRate.characterLevel.hypothesis[alignment.hypothesisStartIndex + i]
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.length -
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errorRate.characterLevel.reference[alignment.referenceStartIndex + i]
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.length,
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0
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)
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) + errorRate.characterLevel.reference[alignment.referenceStartIndex + i]}
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{/each}
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</span>
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{/if}
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{/each}
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</h4>
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<h4 class="whitespace-nowrap">
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{#each errorRate.characterLevel.alignments as alignment}
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{#if alignment.type === 'equal'}
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<span class="bg-lime-400">
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{errorRate.characterLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + cur, '')}
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</span>
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{:else if alignment.type === 'insert'}
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<span class="bg-sky-400">
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{errorRate.characterLevel.hypothesis
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.slice(alignment.hypothesisStartIndex, alignment.hypothesisEndIndex)
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.reduce((acc, cur) => acc + cur, '')}
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</span>
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{:else if alignment.type === 'delete'}
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<span class="bg-red-600">
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{errorRate.characterLevel.reference
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.slice(alignment.referenceStartIndex, alignment.referenceEndIndex)
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.reduce((acc, cur) => acc + cur, '')
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.replaceAll(/\S/g, '_')}
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</span>
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{:else if alignment.type === 'substitute'}
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<span class="bg-amber-500">
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{#each getNumberArray(alignment.hypothesisEndIndex - alignment.hypothesisStartIndex) as i}
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{'_'.repeat(
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Math.max(
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errorRate.characterLevel.reference[alignment.referenceStartIndex + i]
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.length -
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errorRate.characterLevel.hypothesis[alignment.hypothesisStartIndex + i]
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.length,
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0
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)
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) + errorRate.characterLevel.hypothesis[alignment.hypothesisStartIndex + i]}
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{/each}
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</span>
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{/if}
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{/each}
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</h4>
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</div>
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{/each}
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</div>
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{/if}
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</div>
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</div>
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{/if}
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322
kernel/poetry.lock
generated
322
kernel/poetry.lock
generated
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@ -133,13 +133,13 @@ files = [
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[[package]]
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name = "anyio"
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version = "4.3.0"
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version = "4.4.0"
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description = "High level compatibility layer for multiple asynchronous event loop implementations"
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optional = false
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python-versions = ">=3.8"
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files = [
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{file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
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{file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
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{file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
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{file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
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]
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[package.dependencies]
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@ -208,63 +208,63 @@ files = [
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[[package]]
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name = "coverage"
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version = "7.5.1"
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version = "7.5.2"
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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-7.5.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c0884920835a033b78d1c73b6d3bbcda8161a900f38a488829a83982925f6c2e"},
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{file = "coverage-7.5.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:39afcd3d4339329c5f58de48a52f6e4e50f6578dd6099961cf22228feb25f38f"},
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{file = "coverage-7.5.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a7b0ceee8147444347da6a66be737c9d78f3353b0681715b668b72e79203e4a"},
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{file = "coverage-7.5.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4a9ca3f2fae0088c3c71d743d85404cec8df9be818a005ea065495bedc33da35"},
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{file = "coverage-7.5.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5fd215c0c7d7aab005221608a3c2b46f58c0285a819565887ee0b718c052aa4e"},
|
||||
{file = "coverage-7.5.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:4bf0655ab60d754491004a5efd7f9cccefcc1081a74c9ef2da4735d6ee4a6223"},
|
||||
{file = "coverage-7.5.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:61c4bf1ba021817de12b813338c9be9f0ad5b1e781b9b340a6d29fc13e7c1b5e"},
|
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{file = "coverage-7.5.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:db66fc317a046556a96b453a58eced5024af4582a8dbdc0c23ca4dbc0d5b3146"},
|
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{file = "coverage-7.5.1-cp310-cp310-win32.whl", hash = "sha256:b016ea6b959d3b9556cb401c55a37547135a587db0115635a443b2ce8f1c7228"},
|
||||
{file = "coverage-7.5.1-cp310-cp310-win_amd64.whl", hash = "sha256:df4e745a81c110e7446b1cc8131bf986157770fa405fe90e15e850aaf7619bc8"},
|
||||
{file = "coverage-7.5.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:796a79f63eca8814ca3317a1ea443645c9ff0d18b188de470ed7ccd45ae79428"},
|
||||
{file = "coverage-7.5.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4fc84a37bfd98db31beae3c2748811a3fa72bf2007ff7902f68746d9757f3746"},
|
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{file = "coverage-7.5.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6175d1a0559986c6ee3f7fccfc4a90ecd12ba0a383dcc2da30c2b9918d67d8a3"},
|
||||
{file = "coverage-7.5.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1fc81d5878cd6274ce971e0a3a18a8803c3fe25457165314271cf78e3aae3aa2"},
|
||||
{file = "coverage-7.5.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:556cf1a7cbc8028cb60e1ff0be806be2eded2daf8129b8811c63e2b9a6c43bca"},
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||||
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||||
]
|
||||
|
||||
[package.extras]
|
||||
|
|
@ -1760,36 +1760,36 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
|
|||
|
||||
[[package]]
|
||||
name = "scipy"
|
||||
version = "1.13.0"
|
||||
version = "1.13.1"
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description = "Fundamental algorithms for scientific computing in Python"
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optional = false
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python-versions = ">=3.9"
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||||
]
|
||||
|
||||
[package.dependencies]
|
||||
|
|
@ -1880,13 +1880,13 @@ typing-extensions = ">=3.7.4.3"
|
|||
|
||||
[[package]]
|
||||
name = "typing-extensions"
|
||||
version = "4.11.0"
|
||||
version = "4.12.0"
|
||||
description = "Backported and Experimental Type Hints for Python 3.8+"
|
||||
optional = false
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python-versions = ">=3.8"
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files = [
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||||
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[[package]]
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|
|
@ -2084,86 +2084,86 @@ files = [
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[[package]]
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name = "watchfiles"
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{file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2abeb79209630da981f8ebca30a2c84b4c3516a214451bfc5f106723c5f45843"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4cc382083afba7918e32d5ef12321421ef43d685b9a67cc452a6e6e18920890e"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d048ad5d25b363ba1d19f92dcf29023988524bee6f9d952130b316c5802069cb"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:103622865599f8082f03af4214eaff90e2426edff5e8522c8f9e93dc17caee13"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d3e1f3cf81f1f823e7874ae563457828e940d75573c8fbf0ee66818c8b6a9099"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:8597b6f9dc410bdafc8bb362dac1cbc9b4684a8310e16b1ff5eee8725d13dcd6"},
|
||||
{file = "watchfiles-0.22.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:0b04a2cbc30e110303baa6d3ddce8ca3664bc3403be0f0ad513d1843a41c97d1"},
|
||||
{file = "watchfiles-0.22.0-cp38-none-win32.whl", hash = "sha256:b610fb5e27825b570554d01cec427b6620ce9bd21ff8ab775fc3a32f28bba63e"},
|
||||
{file = "watchfiles-0.22.0-cp38-none-win_amd64.whl", hash = "sha256:fe82d13461418ca5e5a808a9e40f79c1879351fcaeddbede094028e74d836e86"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:3973145235a38f73c61474d56ad6199124e7488822f3a4fc97c72009751ae3b0"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:280a4afbc607cdfc9571b9904b03a478fc9f08bbeec382d648181c695648202f"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3a0d883351a34c01bd53cfa75cd0292e3f7e268bacf2f9e33af4ecede7e21d1d"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9165bcab15f2b6d90eedc5c20a7f8a03156b3773e5fb06a790b54ccecdb73385"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc1b9b56f051209be458b87edb6856a449ad3f803315d87b2da4c93b43a6fe72"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8dc1fc25a1dedf2dd952909c8e5cb210791e5f2d9bc5e0e8ebc28dd42fed7562"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dc92d2d2706d2b862ce0568b24987eba51e17e14b79a1abcd2edc39e48e743c8"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97b94e14b88409c58cdf4a8eaf0e67dfd3ece7e9ce7140ea6ff48b0407a593ec"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:96eec15e5ea7c0b6eb5bfffe990fc7c6bd833acf7e26704eb18387fb2f5fd087"},
|
||||
{file = "watchfiles-0.22.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:28324d6b28bcb8d7c1041648d7b63be07a16db5510bea923fc80b91a2a6cbed6"},
|
||||
{file = "watchfiles-0.22.0-cp39-none-win32.whl", hash = "sha256:8c3e3675e6e39dc59b8fe5c914a19d30029e36e9f99468dddffd432d8a7b1c93"},
|
||||
{file = "watchfiles-0.22.0-cp39-none-win_amd64.whl", hash = "sha256:25c817ff2a86bc3de3ed2df1703e3d24ce03479b27bb4527c57e722f8554d971"},
|
||||
{file = "watchfiles-0.22.0-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:b810a2c7878cbdecca12feae2c2ae8af59bea016a78bc353c184fa1e09f76b68"},
|
||||
{file = "watchfiles-0.22.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:f7e1f9c5d1160d03b93fc4b68a0aeb82fe25563e12fbcdc8507f8434ab6f823c"},
|
||||
{file = "watchfiles-0.22.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:030bc4e68d14bcad2294ff68c1ed87215fbd9a10d9dea74e7cfe8a17869785ab"},
|
||||
{file = "watchfiles-0.22.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ace7d060432acde5532e26863e897ee684780337afb775107c0a90ae8dbccfd2"},
|
||||
{file = "watchfiles-0.22.0-pp38-pypy38_pp73-macosx_10_12_x86_64.whl", hash = "sha256:5834e1f8b71476a26df97d121c0c0ed3549d869124ed2433e02491553cb468c2"},
|
||||
{file = "watchfiles-0.22.0-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:0bc3b2f93a140df6806c8467c7f51ed5e55a931b031b5c2d7ff6132292e803d6"},
|
||||
{file = "watchfiles-0.22.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8fdebb655bb1ba0122402352b0a4254812717a017d2dc49372a1d47e24073795"},
|
||||
{file = "watchfiles-0.22.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c8e0aa0e8cc2a43561e0184c0513e291ca891db13a269d8d47cb9841ced7c71"},
|
||||
{file = "watchfiles-0.22.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:2f350cbaa4bb812314af5dab0eb8d538481e2e2279472890864547f3fe2281ed"},
|
||||
{file = "watchfiles-0.22.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:7a74436c415843af2a769b36bf043b6ccbc0f8d784814ba3d42fc961cdb0a9dc"},
|
||||
{file = "watchfiles-0.22.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:00ad0bcd399503a84cc688590cdffbe7a991691314dde5b57b3ed50a41319a31"},
|
||||
{file = "watchfiles-0.22.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:72a44e9481afc7a5ee3291b09c419abab93b7e9c306c9ef9108cb76728ca58d2"},
|
||||
{file = "watchfiles-0.22.0.tar.gz", hash = "sha256:988e981aaab4f3955209e7e28c7794acdb690be1efa7f16f8ea5aba7ffdadacb"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
|
|
|
|||
|
|
@ -3,11 +3,12 @@ from fastapi import HTTPException
|
|||
from jiwer import process_words, process_characters
|
||||
import os
|
||||
|
||||
|
||||
def calculate_error_rates(reference, annotations):
|
||||
"""
|
||||
Calculate error rates between the reference transcription and annotations.
|
||||
|
||||
This function calculates both word-level and character-level error rates
|
||||
This function calculates both word-level and character-level error rates
|
||||
based on the provided reference transcription and annotations.
|
||||
|
||||
Parameters:
|
||||
|
|
@ -21,9 +22,10 @@ def calculate_error_rates(reference, annotations):
|
|||
hypothesis = annotation_to_hypothesis(annotations)
|
||||
word_level = word_level_processing(reference, hypothesis)
|
||||
character_level = character_level_processing(reference, hypothesis)
|
||||
|
||||
|
||||
return {"wordLevel": word_level, "characterLevel": character_level}
|
||||
|
||||
|
||||
def annotation_to_hypothesis(annotations):
|
||||
"""
|
||||
Convert annotations to a single hypothesis string.
|
||||
|
|
@ -40,11 +42,12 @@ def annotation_to_hypothesis(annotations):
|
|||
res = ""
|
||||
if len(annotations) == 0:
|
||||
return res
|
||||
|
||||
|
||||
for annotation in annotations:
|
||||
res += annotation["value"] + " "
|
||||
|
||||
return res[:len(res)-1]
|
||||
|
||||
return res[: len(res) - 1]
|
||||
|
||||
|
||||
def word_level_processing(reference, hypothesis):
|
||||
"""
|
||||
|
|
@ -61,7 +64,6 @@ def word_level_processing(reference, hypothesis):
|
|||
|
||||
"""
|
||||
processed_data = process_words(reference=reference, hypothesis=hypothesis)
|
||||
|
||||
result = {
|
||||
"wer": processed_data.wer,
|
||||
"mer": processed_data.mer,
|
||||
|
|
@ -73,11 +75,12 @@ def word_level_processing(reference, hypothesis):
|
|||
"deletions": processed_data.deletions,
|
||||
"reference": processed_data.references[0],
|
||||
"hypothesis": processed_data.hypotheses[0],
|
||||
"alignments": get_alignments(processed_data.alignments[0])
|
||||
"alignments": get_alignments(processed_data.alignments[0]),
|
||||
}
|
||||
|
||||
|
||||
return result
|
||||
|
||||
|
||||
def character_level_processing(reference, hypothesis):
|
||||
"""
|
||||
Process character-level error metrics between the reference and hypothesis.
|
||||
|
|
@ -93,7 +96,7 @@ def character_level_processing(reference, hypothesis):
|
|||
|
||||
"""
|
||||
processed_data = process_characters(reference=reference, hypothesis=hypothesis)
|
||||
|
||||
|
||||
result = {
|
||||
"cer": processed_data.cer,
|
||||
"hits": processed_data.hits,
|
||||
|
|
@ -102,16 +105,17 @@ def character_level_processing(reference, hypothesis):
|
|||
"deletions": processed_data.deletions,
|
||||
"reference": processed_data.references[0],
|
||||
"hypothesis": processed_data.hypotheses[0],
|
||||
"alignments": get_alignments(processed_data.alignments[0])
|
||||
"alignments": get_alignments(processed_data.alignments[0]),
|
||||
}
|
||||
|
||||
|
||||
return result
|
||||
|
||||
|
||||
def get_alignments(unparsed_alignments):
|
||||
"""
|
||||
Convert unparsed alignments into a structured format.
|
||||
|
||||
This function processes unparsed alignment data and converts it into a list of dictionaries
|
||||
This function processes unparsed alignment data and converts it into a list of dictionaries
|
||||
with detailed alignment information.
|
||||
|
||||
Parameters:
|
||||
|
|
@ -122,19 +126,20 @@ def get_alignments(unparsed_alignments):
|
|||
|
||||
"""
|
||||
alignments = []
|
||||
|
||||
|
||||
for alignment in unparsed_alignments:
|
||||
alignment_dict = {
|
||||
"type": alignment.type,
|
||||
"referenceStartIndex": alignment.ref_start_idx,
|
||||
"referenceEndIndex": alignment.ref_end_idx,
|
||||
"hypothesisStartIndex": alignment.hyp_start_idx,
|
||||
"hypothesisEndIndex": alignment.hyp_end_idx
|
||||
"hypothesisEndIndex": alignment.hyp_end_idx,
|
||||
}
|
||||
alignments.append(alignment_dict)
|
||||
|
||||
return alignments
|
||||
|
||||
|
||||
return alignments
|
||||
|
||||
|
||||
def get_transcription(model, file):
|
||||
"""
|
||||
Get transcription of an audio file using the specified model.
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue