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 — Virginia, 2024
- Source: Golden Harvest plot report (cross-vendor head-to-head)
- Crop: Soybean
- State: Virginia (VA)
- Year: 2024
- Plot ID: 2452460
- Cooperator: Virginia Tech - Suffolk, VA Late Group 4 (May)
- Planted: 2024-05-08
- Harvested: 2024-10-17
- URL: https://www.goldenharvestseeds.com/soybean/plot-report/va/2024/2452460
Results (top-down by rank)
| Rank | Brand | Product | Traits | Yield | %MST | Test Weight | Gross Revenue |
|---|---|---|---|---|---|---|---|
| 1 | Missouri | U | S20-15411GT | 79.8 | - | - | $837.90 |
| 2 | NK | NK49-N7XF | XtendFlex ® | 76.0 | - | - | $798.00 |
| 3 | Asgrow | AG49XF3 | - | 73.5 | - | - | $771.75 |
| 4 | Southern | Harvest | SH4622 ES/STS | 72.5 | - | - | $761.25 |
| 5 | Revere | Seed | Revere 49-F36 XF | 71.4 | - | - | $749.70 |
| 6 | Fortus | 4665ES | - | 70.8 | - | - | $743.40 |
| 7 | UniSouth | Genetics | USG 7461XFS | 70.7 | - | - | $742.35 |
| 8 | Golden Harvest | GH4775E3S | Enlist E3 ® STS ® | 69.8 | - | - | $732.90 |
| 9 | Pioneer | P48A14E | - | 69.7 | - | - | $731.85 |
| 10 | UniSouth | Genetics | USG 7483XFS | 69.4 | - | - | $728.70 |
| 11 | Public | P48MO21 | - | 69.3 | - | - | $727.65 |
| 12 | UniSouth | Genetics | USG 7474XFS | 68.9 | - | - | $723.45 |
| 13 | Pioneer | P45A81E | - | 67.9 | - | - | $712.95 |
| 14 | UniSouth | Genetics | USG 7485ETS | 67.1 | - | - | $704.55 |
| 14 | UniSouth | Genetics | USG 7494ETS | 67.1 | - | - | $704.55 |
| 16 | Asgrow | AG47XF5 | - | 66.3 | - | - | $696.15 |
| 17 | Revere | Seed | Revere 48-F72 | 65.9 | - | - | $691.95 |
| 18 | Missouri | U | S20-14129GT | 64.8 | - | - | $680.40 |
| 19 | NK | NK47-G5E3S | Enlist E3 ® STS ® | 64.6 | - | - | $678.30 |
| 20 | Revere | Seed | Revere 46-F57 XFS | 64.4 | - | - | $676.20 |
| 21 | Virginia | Tech | V18-4246R | 63.6 | - | - | $667.80 |
| 21 | UniSouth | Genetics | USG 7495XFS | 63.6 | - | - | $667.80 |
| 23 | Arkansas | U | R18C-13665 | 63.4 | - | - | $665.70 |
| 24 | Revere | Seed | Revere 4826XFS | 63.0 | - | - | $661.50 |
| 25 | Channel | 4821RXF/SR | - | 62.4 | - | - | $655.20 |
| 26 | Revere | Seed | Revere 45-F92 | 62.3 | - | - | $654.15 |
| 27 | UniSouth | Genetics | USG 7464ET | 62.1 | - | - | $652.05 |
| 28 | Missouri | U | S20-7117 | 61.2 | - | - | $642.60 |
| 29 | Asgrow | AG48XF5 | - | 60.8 | - | - | $638.40 |
| 30 | Arkansas | U | R18-14502 | 60.3 | - | - | $633.15 |
| 31 | Virginia | Tech | V18-3788 | 59.9 | - | - | $628.95 |
| 32 | Integra | Fortified | Seed XF4634S | 58.5 | - | - | $614.25 |
| 33 | Arkansas | U | R19C-1035 | 57.9 | - | - | $607.95 |
| 34 | Virginia | Tech | V18-3081HP | 53.6 | - | - | $562.80 |
| 35 | Virginia | Tech | V17-2447R | 48.2 | - | - | $506.10 |
Top 5 by Yield: U (Missouri) 79.8, NK49-N7XF (NK) 76.0, AG49XF3 (Asgrow) 73.5, Harvest (Southern) 72.5, Seed (Revere) 71.4.