gh_plot_reports corpus (4,299 plots) + concurrency + 4-GPU pool
CORPUS — 4,299 GH plot reports added (3,797 written + 502 from the
earlier slow run + 319 sitemap-listed URLs that 404'd as
discontinued). Combined with prior 760 varieties + 14 AgriPro
trials = 5,073 total chunks now indexed.
scrape/sources/gh_plot_reports.py — concurrency speedup:
- 4 worker threads (ThreadPoolExecutor), each with its own
requests.Session for connection-pool efficiency.
- Shared class-level rate limiter (0.25 sec between ANY two
requests across all threads). Net throughput ~4 req/sec —
well below any rate-limit threshold a public site enforces.
- Diagnosis vs original 1 req/sec: GH had ZERO rate limiting,
zero 429s, zero retries. The 1 sec self-throttle was just too
conservative. Bench:
1 worker / 1.0 sec throttle: ~0.4 plots/sec (190 min ETA)
4 workers / 0.25 sec throttle: ~3 plots/sec (~25 min actual)
rag/chunk.py — chunk size cap for nomic-embed-text's 2048-token
context window:
- Empirically tested: failure threshold is ~5,250 chars on
numeric-heavy trial chunks (chars/token ratio 2.4 vs 3.5 for
prose). Cap at 4,500 chars to be safely under at worst-case
2.2 chars/token.
- Applied to BOTH variety and trial chunks. Marked truncated
chunks with metadata.embed_truncated = True; FULL text stays
in the on-disk .md for get_page to return verbatim.
.gitea/workflows/{refresh,image-only}.yml — OLLAMA_URL pool
restructured for the 4 GPU-pinned endpoints. Bench (50-chunk
batches on nomic-embed-text):
.0.125:11434 (RTX 40-series) 242 embeds/sec ← weight ×4
.0.2:11436 (GPU-pinned) 108 embeds/sec ← weight ×2
.0.2:11435 (GPU-pinned) 72 embeds/sec ← weight ×1
localhost (TITAN X) 37 embeds/sec ← weight ×1
Weighting is done by listing the URL multiple times in
OLLAMA_URL since the embedder uses round-robin. .0.2:11434 is
explicitly EXCLUDED — it isn't pinned to a specific GPU.
Combined index rebuild for 5,073 chunks now finishes in ~3 min
(was 19+ on the single-endpoint pool).
Smoke tests:
✓ list_versions: 5,073 docs across 6 sources, 2 vendors, 6
brands, 4 crops (corn 2711, soy 2016, silage 223, wheat 123).
✓ search_trials({crop=corn, state=IA, year=2024}): 3 IA 2024
corn trials surfaced.
✓ search_trials("Phytophthora resistance soybean trial"): NK
NK43-W1XFS top-1 in LA 2024 trial (cross-vendor result).
✓ search_trials("AP Iliad Idaho wheat"): AgriPro Washington/N
Idaho 2025 trial surfaced.
✓ search_trials(product=DKC65-95): 3 corn trials containing
that hybrid in IL/IA 2024.
✓ search_trials(product=NK1701): 3 corn trials in AR/MS 2024.
✓ Product filter correctly returns EMPTY for products that
aren't in the corpus (DKC65-20 is a 2023 product; 2023 plots
deferred). Anti-hallucination contract preserved.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
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# Soybean yield trial — Wisconsin, 2024
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- **Source:** Golden Harvest plot report (cross-vendor head-to-head)
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- **Crop:** Soybean
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- **State:** Wisconsin (WI)
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- **Year:** 2024
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- **Plot ID:** 2440894
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- **Cooperator:** University of Wisconsin - Wautoma
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- **Planted:** 2024-05-01
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- **Harvested:** 2024-10-03
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- **URL:** https://www.goldenharvestseeds.com/soybean/plot-report/wi/2024/2440894
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---
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## Results (top-down by rank)
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| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
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|---|---|---|---|---|---|---|---|
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| 1 | Xitavo | XO | 2282E | 43.0 | - | - | $451.50 |
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| 1 | Xitavo | XO | 2305E | 43.0 | - | - | $451.50 |
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| 3 | Stine | 24EG23 | - | 41.0 | - | - | $430.50 |
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| 3 | Xitavo | XO | 1822E | 41.0 | - | - | $430.50 |
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| 5 | DonMario | Seeds | DM22E64 | 40.0 | - | - | $420.00 |
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| 5 | Golden Harvest | GH2004XF | - | 40.0 | - | - | $420.00 |
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| 7 | NK | NK21-C2E3 | - | 39.0 | - | - | $409.50 |
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| 7 | Stine | 19EG92 | - | 39.0 | - | - | $409.50 |
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| 7 | Stine | 20EG02 | - | 39.0 | - | - | $409.50 |
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| 10 | DonMario | Seeds | DM24E84 | 38.0 | - | - | $399.00 |
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| 10 | Golden Harvest | GH1973E3S | - | 38.0 | - | - | $399.00 |
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| 10 | Golden Harvest | GH2292E3 | - | 38.0 | - | - | $399.00 |
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| 10 | Stine | 17EE32 | - | 38.0 | - | - | $399.00 |
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| 14 | Loyal | Brand | L1670E | 37.0 | - | - | $388.50 |
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| 14 | Xitavo | XO | 1095E | 37.0 | - | - | $388.50 |
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| 14 | Xitavo | XO | 1632E | 37.0 | - | - | $388.50 |
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| 17 | Legacy | Seeds | LS194-23XF | 36.0 | - | - | $378.00 |
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| 17 | NK | NK18-R4E3 | - | 36.0 | - | - | $378.00 |
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| 17 | Tracy | Seeds | 1854E | 36.0 | - | - | $378.00 |
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| 17 | Xitavo | XO | 2444E | 36.0 | - | - | $378.00 |
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| 21 | Asgrow | AG20XF4 | - | 35.0 | - | - | $367.50 |
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| 21 | Tracy | Seeds | 1655E | 35.0 | - | - | $367.50 |
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| 21 | Xitavo | XO | 1545E | 35.0 | - | - | $367.50 |
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| 21 | Xitavo | XO | 2181E | 35.0 | - | - | $367.50 |
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| 25 | Asgrow | AG16XF5 | - | 34.0 | - | - | $357.00 |
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| 25 | Asgrow | AG19XF3 | - | 34.0 | - | - | $357.00 |
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| 25 | Golden Harvest | GH2315E3 | - | 34.0 | - | - | $357.00 |
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| 25 | Loyal | Brand | L1540E | 34.0 | - | - | $357.00 |
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| 25 | NK | NK16-Z6E3 | - | 34.0 | - | - | $357.00 |
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| 25 | Renk | Seed | RS194NXF | 34.0 | - | - | $357.00 |
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| 25 | Stine | 19EC12 | - | 34.0 | - | - | $357.00 |
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| 32 | Loyal | Brand | L2160E | 33.0 | - | - | $346.50 |
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| 32 | O'Brien | Hybrids | O'Soy 2523EL-3 | 33.0 | - | - | $346.50 |
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| 32 | Xitavo | XO | 1404E | 33.0 | - | - | $346.50 |
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| 35 | APEX | AE1940 | - | 32.0 | - | - | $336.00 |
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| 35 | Asgrow | AG21XF2 | - | 32.0 | - | - | $336.00 |
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| 35 | Loyal | Brand | L1860E | 32.0 | - | - | $336.00 |
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| 38 | Genesis | G1950E | - | 31.0 | - | - | $325.50 |
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| 39 | Genesis | G1980E | - | 30.0 | - | - | $315.00 |
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| 39 | Tracy | Seeds | 2055E | 30.0 | - | - | $315.00 |
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| 39 | Xitavo | XO | 1225E | 30.0 | - | - | $315.00 |
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| 42 | NK | NK19-T8E3S | - | 29.0 | - | - | $304.50 |
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| 43 | APEX | AE2220 | - | 28.0 | - | - | $294.00 |
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| 43 | BioGene | Seeds | BG9185E3 | 28.0 | - | - | $294.00 |
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| 43 | Genesis | G2180E | - | 28.0 | - | - | $294.00 |
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| 43 | O'Brien | Hybrids | O'Soy 2024EL-3 | 28.0 | - | - | $294.00 |
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| 43 | Tracy | Seeds | 2255E | 28.0 | - | - | $294.00 |
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| 43 | Tracy | Seeds | 2355E | 28.0 | - | - | $294.00 |
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| 49 | Xitavo | XO | 1372E | 27.0 | - | - | $283.50 |
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| 50 | Loyal | Brand | L2070E | 26.0 | - | - | $273.00 |
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| 51 | Legacy | Seeds | LS154-24XF | 25.0 | - | - | $262.50 |
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| 52 | Tracy | Seeds | 1654E | 18.0 | - | - | $189.00 |
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| 53 | O'Brien | Hybrids | O'Soy 1524EL-3 | 17.0 | - | - | $178.50 |
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Top 5 by Yield: XO (Xitavo) 43.0, XO (Xitavo) 43.0, 24EG23 (Stine) 41.0, XO (Xitavo) 41.0, Seeds (DonMario) 40.0.
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