a97881d80c
Lands the second real-data corpus (workers_500k) and the first
multi-corpus reality test through /v1/matrix/search composing both
corpora live.
What's new:
- scripts/staffing_workers/main.go — parquet driver over
workers_500k.parquet, multi-chunk arrow handling (workers
parquet has multiple row groups vs candidates' one). Embed text:
role + skills + certifications + city + state + archetype +
resume_text. IDs prefixed "w-".
- scripts/multi_corpus_e2e.sh — first end-to-end test composing
both corpora through the matrix indexer.
Real-data multi-corpus result (this commit):
Query: "Forklift operator with OSHA-30 certification, warehouse
experience"
Corpora: workers (5000 rows) + candidates (1000 rows)
Merged top-8: workers=6, candidates=2
Top hits:
w d=0.327 w-4573 Production Worker
w d=0.353 w-1726 Machine Operator
w d=0.362 w-3806 Production Worker
w d=0.366 w-1000 Machine Operator
w d=0.374 w-1436 Assembler
w d=0.395 w-162 Machine Operator
c d=0.440 c-CAND-00727 C#,.NET,Azure
c d=0.446 c-CAND-00031 React,TypeScript,Node
The matrix indexer correctly chose the right domain — manufacturing/
warehouse roles in workers (correct semantic match for the staffing
query) rank ABOVE software-engineer candidates from the candidates
corpus. 0.11 gap between the worst worker (0.395) and the best
candidate (0.440) — clean distance separation.
Compared to the candidates-only e2e run from 0d1553c:
candidates-only top: c-CAND-00727 at d=0.4404
multi-corpus top: w-4573 at d=0.3265 (a Production Worker)
That's the matrix indexer's whole point made visible: composing
domain-distinct corpora surfaces better matches than single-corpus
search. Without workers in the search space, the staffing query
returned software engineers (wrong domain). With workers, it
returns roles in the right ballpark.
What's still imperfect (signal for component 5 + future work):
- No top-6 worker actually has "Forklift" or "OSHA-30" visible in
metadata; "Production Worker" is semantically nearest in this
sample. Likely needs a larger workers ingest (5000 from 500K)
or skill-keyword boost.
- Status/availability still not gated. The staffing-side
structured filtering gap from 0d1553c persists; relevance filter
(CODE-aware) doesn't address it.
Pipeline timings:
workers ingest: 5000 rows / 19.2s = 260/sec end-to-end
candidates ingest: 1000 rows / 3.1s = 322/sec
multi-corpus query (text → embed → 2 parallel vectord → merge): 14ms
14-smoke regression sweep all green (D1-D6, G1, G1P, G2,
storaged_cap, pathway, matrix, relevance, downgrade).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
132 lines
4.5 KiB
Bash
Executable File
132 lines
4.5 KiB
Bash
Executable File
#!/usr/bin/env bash
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# Multi-corpus reality test — first deep-field test with TWO real
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# staffing corpora composed via /v1/matrix/search.
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#
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# Pipeline:
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# - Bring up the Go stack (storaged, embedd, vectord, matrixd, gateway)
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# - Ingest workers (5000 rows from workers_500k.parquet)
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# - Ingest candidates (1000 rows from candidates.parquet)
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# - Run a real query through /v1/matrix/search with both corpora
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# - Print the merged top-k with corpus attribution
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#
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# Headline assertion: results include hits from BOTH corpora (the
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# whole point of multi-corpus matrix retrieval).
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#
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# Requires: Ollama on :11434 with nomic-embed-text loaded. Skips
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# (exit 0) when Ollama is absent.
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#
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# Usage: ./scripts/multi_corpus_e2e.sh
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# ./scripts/multi_corpus_e2e.sh "your custom query"
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set -euo pipefail
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cd "$(dirname "$0")/.."
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export PATH="$PATH:/usr/local/go/bin"
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QUERY="${1:-Forklift operator with OSHA-30 certification, warehouse experience}"
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if ! curl -sS --max-time 3 http://localhost:11434/api/tags >/dev/null 2>&1; then
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echo "[multi-corpus-e2e] Ollama not reachable on :11434 — skipping"
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exit 0
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fi
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echo "[multi-corpus-e2e] building binaries..."
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go build -o bin/ ./cmd/storaged ./cmd/embedd ./cmd/vectord ./cmd/matrixd ./cmd/gateway \
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./scripts/staffing_workers ./scripts/staffing_candidates
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pkill -f "bin/(storaged|embedd|vectord|matrixd|gateway)" 2>/dev/null || true
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sleep 0.3
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PIDS=()
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TMP="$(mktemp -d)"
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CFG="$TMP/e2e.toml"
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cleanup() {
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echo "[multi-corpus-e2e] cleanup"
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for p in "${PIDS[@]}"; do [ -n "$p" ] && kill "$p" 2>/dev/null || true; done
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rm -rf "$TMP"
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}
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trap cleanup EXIT INT TERM
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# Ephemeral mode (vectord storaged_url=""); same rationale as
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# candidates_e2e — don't pollute MinIO _vectors/ between runs.
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cat > "$CFG" <<EOF
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[gateway]
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bind = "127.0.0.1:3110"
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storaged_url = "http://127.0.0.1:3211"
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catalogd_url = "http://127.0.0.1:3212"
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ingestd_url = "http://127.0.0.1:3213"
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queryd_url = "http://127.0.0.1:3214"
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vectord_url = "http://127.0.0.1:3215"
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embedd_url = "http://127.0.0.1:3216"
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pathwayd_url = "http://127.0.0.1:3217"
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matrixd_url = "http://127.0.0.1:3218"
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[vectord]
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bind = "127.0.0.1:3215"
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storaged_url = ""
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[matrixd]
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bind = "127.0.0.1:3218"
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embedd_url = "http://127.0.0.1:3216"
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vectord_url = "http://127.0.0.1:3215"
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EOF
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poll_health() {
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local port="$1" deadline=$(($(date +%s) + 5))
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while [ "$(date +%s)" -lt "$deadline" ]; do
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if curl -sS --max-time 1 "http://127.0.0.1:$port/health" >/dev/null 2>&1; then return 0; fi
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sleep 0.05
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done
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return 1
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}
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echo "[multi-corpus-e2e] launching stack..."
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./bin/storaged -config "$CFG" > /tmp/storaged.log 2>&1 & PIDS+=($!)
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poll_health 3211 || { echo "storaged failed"; exit 1; }
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./bin/embedd -config "$CFG" > /tmp/embedd.log 2>&1 & PIDS+=($!)
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poll_health 3216 || { echo "embedd failed"; exit 1; }
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./bin/vectord -config "$CFG" > /tmp/vectord.log 2>&1 & PIDS+=($!)
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poll_health 3215 || { echo "vectord failed"; exit 1; }
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./bin/matrixd -config "$CFG" > /tmp/matrixd.log 2>&1 & PIDS+=($!)
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poll_health 3218 || { echo "matrixd failed"; exit 1; }
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./bin/gateway -config "$CFG" > /tmp/gateway.log 2>&1 & PIDS+=($!)
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poll_health 3110 || { echo "gateway failed"; exit 1; }
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echo
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echo "[multi-corpus-e2e] ingest workers (limit=5000)..."
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./bin/staffing_workers -limit 5000
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echo
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echo "[multi-corpus-e2e] ingest candidates..."
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./bin/staffing_candidates -skip-populate=false -query "$QUERY" 2>&1 | grep -v "^\[candidates\]\(matrix\|reality\)" || true
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echo
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echo "[multi-corpus-e2e] /matrix/corpora — confirm both registered:"
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curl -sS http://127.0.0.1:3110/v1/matrix/corpora | jq -c
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echo
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echo "[multi-corpus-e2e] multi-corpus query: $QUERY"
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RESP="$(curl -sS -X POST http://127.0.0.1:3110/v1/matrix/search \
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-H 'Content-Type: application/json' \
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-d "{\"query_text\":\"$QUERY\",\"corpora\":[\"workers\",\"candidates\"],\"k\":8,\"per_corpus_k\":6}")"
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# Sanity / headline assertions
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WORKER_HITS="$(echo "$RESP" | jq -r '[.results[] | select(.corpus=="workers")] | length')"
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CAND_HITS="$(echo "$RESP" | jq -r '[.results[] | select(.corpus=="candidates")] | length')"
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TOTAL="$(echo "$RESP" | jq -r '.results | length')"
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echo
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echo "[multi-corpus-e2e] merged top-$TOTAL: workers=$WORKER_HITS candidates=$CAND_HITS"
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echo "$RESP" | jq -r '.results[] | " \(.corpus | .[0:1]) d=\(.distance | tostring | .[0:6]) \(.id) \(.metadata.role // .metadata.skills // "n/a")"'
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if [ "$WORKER_HITS" -gt 0 ] && [ "$CAND_HITS" -gt 0 ]; then
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echo
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echo "[multi-corpus-e2e] PASS: both corpora represented in merged top-$TOTAL"
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exit 0
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else
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echo
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echo "[multi-corpus-e2e] FAIL: corpus mix was workers=$WORKER_HITS candidates=$CAND_HITS"
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exit 1
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fi
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