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:** 2440892
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- **Cooperator:** University of Wisconsin - Fond du Lac
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- **Planted:** 2024-04-30
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- **Harvested:** 2024-10-03
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- **URL:** https://www.goldenharvestseeds.com/soybean/plot-report/wi/2024/2440892
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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 | 2444E | 85.0 | - | - | $892.50 |
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| 2 | Legacy | Seeds | LS194-23XF | 84.0 | - | - | $882.00 |
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| 3 | Renk | Seed | RS194NXF | 83.0 | - | - | $871.50 |
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| 4 | Golden Harvest | GH2004XF | - | 81.0 | - | - | $850.50 |
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| 4 | NK | NK19-T8E3S | - | 81.0 | - | - | $850.50 |
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| 6 | Xitavo | XO | 1632E | 80.0 | - | - | $840.00 |
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| 6 | Xitavo | XO | 2282E | 80.0 | - | - | $840.00 |
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| 6 | Xitavo | XO | 2305E | 80.0 | - | - | $840.00 |
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| 9 | Genesis | G1980E | - | 79.0 | - | - | $829.50 |
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| 9 | Golden Harvest | GH2315E3 | - | 79.0 | - | - | $829.50 |
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| 9 | Stine | 19EC12 | - | 79.0 | - | - | $829.50 |
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| 12 | Asgrow | AG21XF2 | - | 78.0 | - | - | $819.00 |
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| 12 | Golden Harvest | GH2292E3 | - | 78.0 | - | - | $819.00 |
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| 12 | O'Brien | Hybrids | O'Soy 2024EL-3 | 78.0 | - | - | $819.00 |
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| 12 | O'Brien | Hybrids | O'Soy 2523EL-3 | 78.0 | - | - | $819.00 |
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| 16 | APEX | AE1940 | - | 77.0 | - | - | $808.50 |
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| 16 | Genesis | G1950E | - | 77.0 | - | - | $808.50 |
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| 16 | Golden Harvest | GH1973E3S | - | 77.0 | - | - | $808.50 |
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| 16 | Loyal | Brand | L1860E | 77.0 | - | - | $808.50 |
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| 16 | Loyal | Brand | L2070E | 77.0 | - | - | $808.50 |
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| 16 | NK | NK21-C2E3 | - | 77.0 | - | - | $808.50 |
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| 22 | BioGene | Seeds | BG9185E3 | 76.0 | - | - | $798.00 |
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| 22 | DonMario | Seeds | DM22E64 | 76.0 | - | - | $798.00 |
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| 22 | DonMario | Seeds | DM24E84 | 76.0 | - | - | $798.00 |
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| 22 | Genesis | G2180E | - | 76.0 | - | - | $798.00 |
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| 22 | Loyal | Brand | L1540E | 76.0 | - | - | $798.00 |
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| 22 | Loyal | Brand | L1670E | 76.0 | - | - | $798.00 |
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| 22 | Stine | 19EG92 | - | 76.0 | - | - | $798.00 |
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| 22 | Stine | 20EG02 | - | 76.0 | - | - | $798.00 |
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| 22 | Tracy | Seeds | 2055E | 76.0 | - | - | $798.00 |
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| 22 | Xitavo | XO | 1404E | 76.0 | - | - | $798.00 |
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| 32 | Asgrow | AG16XF5 | - | 75.0 | - | - | $787.50 |
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| 32 | Asgrow | AG19XF3 | - | 75.0 | - | - | $787.50 |
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| 32 | Legacy | Seeds | LS154-24XF | 75.0 | - | - | $787.50 |
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| 32 | O'Brien | Hybrids | O'Soy 1524EL-3 | 75.0 | - | - | $787.50 |
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| 32 | Stine | 24EG23 | - | 75.0 | - | - | $787.50 |
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| 32 | Tracy | Seeds | 1655E | 75.0 | - | - | $787.50 |
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| 32 | Xitavo | XO | 1545E | 75.0 | - | - | $787.50 |
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| 39 | APEX | AE2220 | - | 74.0 | - | - | $777.00 |
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| 39 | Tracy | Seeds | 2355E | 74.0 | - | - | $777.00 |
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| 39 | Xitavo | XO | 1822E | 74.0 | - | - | $777.00 |
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| 42 | NK | NK18-R4E3 | - | 72.0 | - | - | $756.00 |
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| 42 | Xitavo | XO | 1372E | 72.0 | - | - | $756.00 |
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| 44 | Xitavo | XO | 2181E | 70.0 | - | - | $735.00 |
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| 45 | Loyal | Brand | L2160E | 69.0 | - | - | $724.50 |
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| 46 | Tracy | Seeds | 1654E | 68.0 | - | - | $714.00 |
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| 46 | Tracy | Seeds | 1854E | 68.0 | - | - | $714.00 |
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| 48 | Stine | 17EE32 | - | 67.0 | - | - | $703.50 |
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| 49 | NK | NK16-Z6E3 | - | 65.0 | - | - | $682.50 |
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| 49 | Xitavo | XO | 1225E | 65.0 | - | - | $682.50 |
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| 51 | Tracy | Seeds | 2255E | 63.0 | - | - | $661.50 |
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| 52 | Asgrow | AG20XF4 | - | 62.0 | - | - | $651.00 |
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| 52 | Xitavo | XO | 1095E | 62.0 | - | - | $651.00 |
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Top 5 by Yield: XO (Xitavo) 85.0, Seeds (Legacy) 84.0, Seed (Renk) 83.0, GH2004XF (Golden Harvest) 81.0, NK19-T8E3S (NK) 81.0.
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