Slopo reports a bad embedding configuration as the two words "Embedding failed." on stdout, with the real reason in its agent log. That is a slow way to learn that a model string has the wrong provider prefix, or that the dimensions do not match what the model actually returns — the second of which is expensive, because slopo freezes the dimensions into the index at first use. `status` now does three things instead of one: it reports the resolved settings, it runs `slopo --version` through the shell seam, and it makes one tiny embedding request against the configured endpoint and compares the returned width with the configured one. Verified against a real Ollama: a correct config reports ok, a dimension mismatch names both numbers, and a wrong model returns the endpoint's own 404 rather than a silent failure minutes into an embed. The probe is a direct fetch rather than a shell call, because it is one small HTTP request and does not belong behind a boundary that exists to confine filesystem writes. Two smaller things this needed: - the sandbox policy is now resolved once at the top of execute, so `status` can use it without a second resolution - provider-prefix stripping is an allow-list, not "drop the first segment". `unclemusclez/jina-embeddings-v2-base-code:latest` is a real model name with no prefix at all, and an unknown first segment is left alone so a wrong guess is visible in the reported `sentModel` rather than silent
174 lines
4.9 KiB
JavaScript
174 lines
4.9 KiB
JavaScript
/**
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* Pre-flight checks for the embedding backend.
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*
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* Slopo reports a bad embedding configuration as two words on stdout —
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* `Error: Embedding failed.` — with the real reason buried in its agent log.
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* That is a slow way to find out that a model string has the wrong provider
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* prefix or that the configured dimensions do not match what the model returns.
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*
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* These checks run *before* a real embed so the answer arrives in one tool call
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* instead of after a failed index.
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*/
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/**
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* LiteLLM provider prefixes we are confident are prefixes.
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*
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* This allow-list exists because the alternative — stripping the first path
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* segment unconditionally — mangles a model that legitimately contains a slash.
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* `unclemusclez/jina-embeddings-v2-base-code:latest` is a real Ollama model name
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* with no provider prefix at all, and stripping it would produce nonsense. An
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* unknown first segment is therefore left alone, which fails safe: the probe
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* reports what it sent, so a wrong guess is visible rather than silent.
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*/
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const KNOWN_PROVIDERS = new Set([
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'openai',
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'openai_like',
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'ollama',
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'ollama_chat',
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'hosted_vllm',
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'azure',
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'azure_ai',
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'cohere',
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'voyage',
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'jina_ai',
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'mistral',
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'gemini',
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'vertex_ai',
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'bedrock',
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'huggingface',
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'together_ai',
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'deepinfra',
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'openrouter',
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'xinference',
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'nvidia_nim',
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'sagemaker',
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'watsonx',
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'databricks',
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'custom',
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])
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/**
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* The model name an OpenAI-compatible endpoint expects, without LiteLLM's
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* provider prefix.
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*
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* @param {string} model
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* @returns {string}
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*/
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export function bareModelName(model) {
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const trimmed = String(model).trim()
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const slash = trimmed.indexOf('/')
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if (slash <= 0) return trimmed
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const prefix = trimmed.slice(0, slash)
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return KNOWN_PROVIDERS.has(prefix) ? trimmed.slice(slash + 1) : trimmed
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}
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/**
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* The `/embeddings` URL for a configured base, tolerating a base that already
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* carries the version segment.
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*
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* @param {string} apiBase
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* @returns {string}
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*/
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export function embeddingUrl(apiBase) {
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const base = String(apiBase).trim().replace(/\/+$/, '')
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if (base === '') return ''
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return /\/v\d+$/.test(base) ? `${base}/embeddings` : `${base}/v1/embeddings`
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}
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/**
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* Make one embedding request and compare the returned width with the
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* configured one.
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*
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* Never throws: every failure is a reported outcome, because this runs inside a
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* status check whose whole job is to describe what is wrong.
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*
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* @param {{
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* apiBase: string,
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* model: string,
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* dimensions: number,
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* apiKey?: string,
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* timeoutMs?: number,
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* fetchImpl?: typeof fetch,
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* }} input
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* @returns {Promise<Record<string, unknown>>}
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*/
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export async function probeEmbeddingEndpoint({
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apiBase,
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model,
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dimensions,
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apiKey = '',
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timeoutMs = 8_000,
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fetchImpl = globalThis.fetch,
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}) {
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if (typeof apiBase !== 'string' || apiBase.trim() === '') {
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return { checked: false, skipped: 'no embeddingApiBase configured, so there is nothing to probe' }
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}
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if (typeof fetchImpl !== 'function') {
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return { checked: false, skipped: 'this runtime has no fetch' }
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}
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const url = embeddingUrl(apiBase)
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const sentModel = bareModelName(model)
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const controller = new AbortController()
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const timer = setTimeout(() => controller.abort(), timeoutMs)
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try {
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const headers = { 'content-type': 'application/json' }
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if (apiKey !== '') headers.authorization = `Bearer ${apiKey}`
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const response = await fetchImpl(url, {
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method: 'POST',
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headers,
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body: JSON.stringify({ model: sentModel, input: ['slopo connectivity probe'] }),
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signal: controller.signal,
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})
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const text = await response.text()
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if (!response.ok) {
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return {
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checked: true,
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reachable: true,
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ok: false,
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url,
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sentModel,
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status: response.status,
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error: text.slice(0, 400),
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}
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}
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let parsed
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try {
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parsed = JSON.parse(text)
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} catch {
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return { checked: true, reachable: true, ok: false, url, sentModel, error: 'the endpoint returned non-JSON' }
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}
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const vector = parsed?.data?.[0]?.embedding
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if (!Array.isArray(vector)) {
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return { checked: true, reachable: true, ok: false, url, sentModel, error: 'the response carried no embedding' }
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}
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const actual = vector.length
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const expected = Number(dimensions)
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return {
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checked: true,
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reachable: true,
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ok: actual === expected,
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url,
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sentModel,
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dimensions: actual,
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expected,
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error:
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actual === expected
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? undefined
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: `the model returns ${actual} dimensions but embeddingDimensions is ${expected}`,
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}
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} catch (error) {
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const aborted = error?.name === 'AbortError'
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return {
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checked: true,
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reachable: false,
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ok: false,
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url,
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sentModel,
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error: aborted ? `no response within ${timeoutMs}ms` : String(error?.message ?? error),
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}
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} finally {
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clearTimeout(timer)
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}
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}
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