justin
0e625553e5
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>
2.8 KiB
2.8 KiB
Soybean yield trial — Nebraska, 2025
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Nebraska (NE)
- Year: 2025
- Plot ID: 2466554
- Cooperator: Pete C Schmit & Sons LTD
- Planted: 2025-05-05
- Harvested: 2025-10-05
- Population: 155,000 seeds/acre
- Row width: 30"
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/ne/2025/2466554
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | LG Seeds | LGS2685XF | - | 96.0 | 7.8 | - | $1008.00 |
| 2 | Golden Harvest | GH2626XF | XtendFlex ® | 91.8 | 8.6 | - | $963.90 |
| 3 | LG Seeds | LGS2334XF | - | 90.7 | 7.6 | - | $952.35 |
| 4 | LG Seeds | LGS3077XF | - | 90.2 | 7.8 | - | $947.10 |
| 5 | LG Seeds | Experimental | - | 89.5 | 7.5 | - | $939.75 |
| 6 | LG Seeds | LGS3320XF | - | 87.4 | 8.8 | - | $917.70 |
| 7 | LG Seeds | LGS2364XF | - | 87.0 | 7.3 | - | $913.50 |
| 8 | LG Seeds | LGS2054XF | - | 86.7 | 7.6 | - | $910.35 |
| 9 | Rob-See-Co | RS2425XF | - | 86.1 | 7.6 | - | $904.05 |
| 9 | Innotech | IS2625E3 | - | 86.1 | 7.9 | - | $904.05 |
| 11 | LG Seeds | LGS3000E3 | - | 85.6 | 8.1 | - | $898.80 |
| 12 | Innotech | IS2330E3 | - | 85.5 | 7.5 | - | $897.75 |
| 13 | Golden Harvest | GH2406XF | XtendFlex ® | 85.4 | 8.0 | - | $896.70 |
| 13 | LG Seeds | LGS2850XF | - | 85.4 | 8.0 | - | $896.70 |
| 15 | Golden Harvest | GH3023XF | XtendFlex ® | 85.2 | 9.2 | - | $894.60 |
| 16 | LG Seeds | LGS2881E3 | - | 84.2 | 8.9 | - | $884.10 |
| 17 | Rob-See-Co | RS2135XF | - | 84.0 | 7.5 | - | $882.00 |
| 18 | Innotech | IS3396E3 | - | 83.9 | 8.9 | - | $880.95 |
| 19 | Rob-See-Co | RS3437XFS | - | 83.3 | 10.6 | - | $874.65 |
| 20 | Innotech | IS2566E3S | - | 80.7 | 7.7 | - | $847.35 |
| 21 | Innotech | IS3188E3S | Enlist E3 ® STS ® | 80.6 | 8.2 | - | $846.30 |
| 22 | LG Seeds | Experimental | - | 80.1 | 8.1 | - | $841.05 |
| 22 | Innotech | IS2904E3S | - | 80.1 | 8.1 | - | $841.05 |
| 24 | LG Seeds | LGS3105XF | - | 79.5 | 8.0 | - | $834.75 |
| 25 | Innotech | IS2711E3 | - | 79.1 | 7.8 | - | $830.55 |
| 26 | Rob-See-Co | RS2804XF | - | 79.0 | 8.6 | - | $829.50 |
| 27 | LG Seeds | LGS2505E3 | - | 77.2 | 8.2 | - | $810.60 |
| 28 | LG Seeds | LGS2505E3 | - | 77.1 | 8.0 | - | $809.55 |
| 29 | Rob-See-Co | RS3109XF | - | 75.8 | 8.4 | - | $795.90 |
| 30 | LG Seeds | LGS3240E3 | - | 74.7 | 8.3 | - | $784.35 |
| 31 | LG Seeds | LGS2408E3 | - | 73.1 | 8.0 | - | $767.55 |
| 32 | LG Seeds | LGS2270E3 | - | 72.2 | 7.9 | - | $758.10 |
| 33 | Golden Harvest | GH3035E3 | Enlist E3 ® | 67.0 | 8.3 | - | $703.50 |
Top 5 by Yield: LGS2685XF (LG Seeds) 96.0, GH2626XF (Golden Harvest) 91.8, LGS2334XF (LG Seeds) 90.7, LGS3077XF (LG Seeds) 90.2, Experimental (LG Seeds) 89.5.