justin/seed-mcp
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
d60d747858ddaf4ff7835ade281150d0d5424bf3
seed-mcp/corpus/gh_plot_reports/ghpr-soybeans-ky-2024-2426314.json
T
justin 0e625553e5 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>
2026-05-25 16:46:35 -04:00

299 lines
6.1 KiB
JSON
Raw Blame History

{
"source": "gh_plot_reports",
"source_key": "ghpr-soybeans-ky-2024-2426314",
"data_type": "trial",
"vendor": "Syngenta",
"brand": "Golden Harvest",
"crop": "soybeans",
"state": "Kentucky",
"state_abbrev": "ky",
"year": 2024,
"plot_id": "2426314",
"cooperator": "Daviess County Coop Ext Services & KCTCS - Don & Brian Cecil",
"planted_date": "2024-04-22",
"harvested_date": "2024-10-02",
"population_seeds_per_acre": 120000,
"row_width_in": 15,
"results": [
{
"rank": 1,
"brand": "NK",
"product": "NK40-P5E3",
"traits": "Enlist E3 ®",
"metrics": {
"Yield": 110.7,
"%MST": 14.2,
"Test Weight": 54.0,
"Gross Revenue": 1162.35
},
"entry_num": 12
},
{
"rank": 2,
"brand": "NK",
"product": "NK30-A9E3",
"traits": "Enlist E3 ®",
"metrics": {
"Yield": 110.6,
"%MST": 16.8,
"Test Weight": 55.5,
"Gross Revenue": 1161.3
},
"entry_num": 21
},
{
"rank": 3,
"brand": "Alloy",
"product": "A39E33",
"traits": "",
"metrics": {
"Yield": 107.6,
"%MST": 12.6,
"Test Weight": 55.5,
"Gross Revenue": 1129.8
},
"entry_num": 9
},
{
"rank": 4,
"brand": "Alloy",
"product": "A41E34",
"traits": "",
"metrics": {
"Yield": 105.3,
"%MST": 13.7,
"Test Weight": 55.0,
"Gross Revenue": 1105.65
},
"entry_num": 13
},
{
"rank": 5,
"brand": "NuTech",
"product": "Seed",
"traits": "43N06E",
"metrics": {
"Yield": 104.2,
"%MST": 16.7,
"Test Weight": 55.5,
"Gross Revenue": 1094.1
},
"entry_num": 17
},
{
"rank": 6,
"brand": "NuTech",
"product": "Seed",
"traits": "38N05E",
"metrics": {
"Yield": 102.5,
"%MST": 13.2,
"Test Weight": 55.0,
"Gross Revenue": 1076.25
},
"entry_num": 7
},
{
"rank": 7,
"brand": "NK",
"product": "NK44-Q5E3S",
"traits": "Enlist E3 ® STS ®",
"metrics": {
"Yield": 101.9,
"%MST": 17.6,
"Test Weight": 54.5,
"Gross Revenue": 1069.95
},
"entry_num": 23
},
{
"rank": 8,
"brand": "AgriGold",
"product": "G4204E3",
"traits": "",
"metrics": {
"Yield": 101.0,
"%MST": 12.8,
"Test Weight": 56.0,
"Gross Revenue": 1060.5
},
"entry_num": 14
},
{
"rank": 9,
"brand": "Xitavo",
"product": "XO",
"traits": "4405E",
"metrics": {
"Yield": 100.8,
"%MST": 18.1,
"Test Weight": 53.5,
"Gross Revenue": 1057.39
},
"entry_num": 18
},
{
"rank": 10,
"brand": "Pioneer",
"product": "P45Z75E",
"traits": "",
"metrics": {
"Yield": 97.7,
"%MST": 16.5,
"Test Weight": 55.5,
"Gross Revenue": 1025.85
},
"entry_num": 20
},
{
"rank": 11,
"brand": "AgriGold",
"product": "G3854E3",
"traits": "",
"metrics": {
"Yield": 97.2,
"%MST": 13.0,
"Test Weight": 56.5,
"Gross Revenue": 1020.6
},
"entry_num": 3
},
{
"rank": 12,
"brand": "Xitavo",
"product": "XO",
"traits": "3855E",
"metrics": {
"Yield": 96.7,
"%MST": 12.6,
"Test Weight": 55.0,
"Gross Revenue": 1015.35
},
"entry_num": 8
},
{
"rank": 13,
"brand": "Beck's",
"product": "3760E3",
"traits": "",
"metrics": {
"Yield": 93.6,
"%MST": 13.3,
"Test Weight": 56.5,
"Gross Revenue": 982.8
},
"entry_num": 1
},
{
"rank": 14,
"brand": "Beck's",
"product": "4320E3",
"traits": "",
"metrics": {
"Yield": 92.7,
"%MST": 16.6,
"Test Weight": 54.0,
"Gross Revenue": 973.35
},
"entry_num": 16
},
{
"rank": 15,
"brand": "Connect",
"product": "CT3825E",
"traits": "",
"metrics": {
"Yield": 91.8,
"%MST": 12.8,
"Test Weight": 56.0,
"Gross Revenue": 963.9
},
"entry_num": 4
},
{
"rank": 16,
"brand": "Connect",
"product": "CT4025E",
"traits": "",
"metrics": {
"Yield": 91.2,
"%MST": 12.4,
"Test Weight": 56.0,
"Gross Revenue": 957.6
},
"entry_num": 10
},
{
"rank": 17,
"brand": "Pioneer",
"product": "P37A18E",
"traits": "",
"metrics": {
"Yield": 90.9,
"%MST": 13.1,
"Test Weight": 55.5,
"Gross Revenue": 954.45
},
"entry_num": 2
},
{
"rank": 18,
"brand": "Beck's",
"product": "4450E3",
"traits": "",
"metrics": {
"Yield": 89.1,
"%MST": 17.0,
"Test Weight": 54.0,
"Gross Revenue": 935.55
},
"entry_num": 19
},
{
"rank": 19,
"brand": "NK",
"product": "NK42-A6E3S",
"traits": "Enlist E3 ® STS ®",
"metrics": {
"Yield": 80.8,
"%MST": 16.4,
"Test Weight": 52.0,
"Gross Revenue": 845.17
},
"entry_num": 15
},
{
"rank": 20,
"brand": "NK",
"product": "NK37-C1E3",
"traits": "Enlist E3 ®",
"metrics": {
"Yield": 80.5,
"%MST": 17.8,
"Test Weight": 54.5,
"Gross Revenue": 845.25
},
"entry_num": 24
},
{
"rank": 21,
"brand": "NK",
"product": "NK33-W2E3S",
"traits": "Enlist E3 ® STS ®",
"metrics": {
"Yield": 75.8,
"%MST": 17.4,
"Test Weight": 54.0,
"Gross Revenue": 795.9
},
"entry_num": 22
}
],
"n_results": 21,
"source_urls": [
"https://www.goldenharvestseeds.com/soybean/plot-report/ky/2024/2426314"
],
"fetched_at": "2026-05-25T19:38:06.217792+00:00",
"scraper_version": "0.1.0"
}
Reference in New Issue View Git Blame Copy Permalink