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Dev completo (tarefa 59): resultados, gráficos e README

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Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
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Marcos Lohmann
2026-10-07 20:10:53 -03:00
parent 7861dcad53
commit 20ddea6850
22 changed files with 9206 additions and 192 deletions
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49
analysis/charts.py
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@@ -55,6 +55,9 @@ def style(ax, grid_axis="x"):
ax.set_axisbelow(True) ax.set_axisbelow(True)
LABEL = "piloto, 50 exemplos de dev"
def accuracy_chart(data, dest): def accuracy_chart(data, dest):
rows = sorted(((NAMES[c], s["quality"]["accuracy"] * 100) for (c, d), s in data.items() if d == "cuda"), rows = sorted(((NAMES[c], s["quality"]["accuracy"] * 100) for (c, d), s in data.items() if d == "cuda"),
key=lambda r: r[1]) key=lambda r: r[1])
@@ -64,7 +67,7 @@ def accuracy_chart(data, dest):
ax.text(v + 1, bar.get_y() + bar.get_height() / 2, f"{v:.0f}%", va="center", color=INK, fontsize=11) ax.text(v + 1, bar.get_y() + bar.get_height() / 2, f"{v:.0f}%", va="center", color=INK, fontsize=11)
ax.set_xlim(0, 105) ax.set_xlim(0, 105)
ax.set_xlabel("Acurácia (%)") ax.set_xlabel("Acurácia (%)")
ax.set_title("Acurácia por candidato — piloto, 50 exemplos de dev", loc="left", fontsize=12, color=INK) ax.set_title(f"Acurácia por candidato — {LABEL}", loc="left", fontsize=12, color=INK)
style(ax) style(ax)
fig.tight_layout() fig.tight_layout()
save(fig, dest / "chart-acuracia.svg") save(fig, dest / "chart-acuracia.svg")
@@ -87,7 +90,8 @@ def latency_chart(data, dest):
label="GPU (A10)" if i == 0 else None) label="GPU (A10)" if i == 0 else None)
ax.text(g / 1.18, i, f"{g:.0f} ms", va="center", ha="right", color=INK, fontsize=10) ax.text(g / 1.18, i, f"{g:.0f} ms", va="center", ha="right", color=INK, fontsize=10)
ax.set_xscale("log") ax.set_xscale("log")
ax.set_xlim(5, 200_000) top = max(s["latency_ms"]["p50"] for s in data.values())
ax.set_xlim(5, top * 8)
ax.set_yticks(range(len(cands)), [NAMES[c] for c in cands]) ax.set_yticks(range(len(cands)), [NAMES[c] for c in cands])
ax.set_ylim(-0.6, len(cands) - 0.4) ax.set_ylim(-0.6, len(cands) - 0.4)
ax.set_xlabel("Latência mediana por decisão (ms, escala log)") ax.set_xlabel("Latência mediana por decisão (ms, escala log)")
@@ -113,13 +117,48 @@ def tradeoff_chart(data, dest):
ax.set_ylim(30, 104) ax.set_ylim(30, 104)
ax.set_xlabel("Latência p95 por decisão em GPU A10 (ms)") ax.set_xlabel("Latência p95 por decisão em GPU A10 (ms)")
ax.set_ylabel("Acurácia (%)") ax.set_ylabel("Acurácia (%)")
ax.set_title("Qualidade × latência em GPU — piloto", loc="left", fontsize=12, color=INK) ax.set_title(f"Qualidade × latência em GPU — {LABEL}", loc="left", fontsize=12, color=INK)
style(ax, grid_axis="both") style(ax, grid_axis="both")
fig.tight_layout() fig.tight_layout()
save(fig, dest / "chart-qualidade-latencia.svg") save(fig, dest / "chart-qualidade-latencia.svg")
plt.close(fig) plt.close(fig)
def options_chart(dest):
"""Acurácia por número de opções (GPU), uma linha por candidato com cor fixa e rótulo direto."""
from collections import defaultdict
order = [c for c in ("semif", "rizzo_flow", "laya", "gliner") if (dest / f"predictions-{c}-cuda.jsonl").exists()]
if len(order) < 2:
return
fig, ax = plt.subplots(figsize=(7, 3.8))
ends = []
for c in order:
byk = defaultdict(list)
for l in (dest / f"predictions-{c}-cuda.jsonl").open():
r = json.loads(l)
byk[r["n_options"]].append(r["pred"] == r["gold"])
ks = sorted(byk)
ys = [sum(byk[k]) / len(byk[k]) * 100 for k in ks]
ax.plot(ks, ys, color=ENTITY[c], linewidth=2, marker="o", markersize=7,
markeredgecolor=SURFACE, markeredgewidth=2)
ends.append([ys[-1], c])
ends.sort()
for i in range(1, len(ends)): # afasta rótulos finais muito próximos
ends[i][0] = max(ends[i][0], ends[i - 1][0] + 4.5)
for y, c in ends:
ax.text(16.5, y, NAMES[c], va="center", color=INK, fontsize=10)
ax.set_xticks([4, 8, 12, 16])
ax.set_xlim(3, 19.5)
ax.set_ylim(30, 100)
ax.set_xlabel("Opções por pergunta (incluindo sem_correspondencia)")
ax.set_ylabel("Acurácia (%)")
ax.set_title(f"Acurácia por número de opções (GPU) — {LABEL}", loc="left", fontsize=12, color=INK)
style(ax, grid_axis="y")
fig.tight_layout()
save(fig, dest / "chart-acuracia-por-opcoes.svg")
plt.close(fig)
def calibration_charts(dest): def calibration_charts(dest):
from analysis.calibrate import apply_temperature from analysis.calibrate import apply_temperature
from analysis.metrics import selective from analysis.metrics import selective
@@ -205,7 +244,10 @@ def calibration_charts(dest):
def main(): def main():
dest = Path(sys.argv[1]) dest = Path(sys.argv[1])
global LABEL
kind = sys.argv[sys.argv.index("--kind") + 1] if "--kind" in sys.argv else "pilot" kind = sys.argv[sys.argv.index("--kind") + 1] if "--kind" in sys.argv else "pilot"
if "--label" in sys.argv:
LABEL = sys.argv[sys.argv.index("--label") + 1]
if kind == "calibration": if kind == "calibration":
calibration_charts(dest) calibration_charts(dest)
else: else:
@@ -213,6 +255,7 @@ def main():
accuracy_chart(data, dest) accuracy_chart(data, dest)
latency_chart(data, dest) latency_chart(data, dest)
tradeoff_chart(data, dest) tradeoff_chart(data, dest)
options_chart(dest)
print(sorted(p.name for p in dest.glob("chart-*.svg"))) print(sorted(p.name for p in dest.glob("chart-*.svg")))

9
docs/03-plano-de-tarefas.md
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@@ -20,7 +20,7 @@ flowchart LR
As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo. As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo.
<!-- PROGRESSO:INICIO --> <!-- PROGRESSO:INICIO -->
**Andamento em 2026-10-07:** 57 de 78 tarefas concluídas (73%), 3 em andamento. **Andamento em 2026-10-07:** 58 de 78 tarefas concluídas (74%), 2 em andamento.
| Fase | Concluídas | Em andamento | Pendentes | | Fase | Concluídas | Em andamento | Pendentes |
|------|-----------|--------------|-----------| |------|-----------|--------------|-----------|
@@ -31,11 +31,11 @@ As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo.
| F4 — Contrato JEV e adaptadores | 16 | 0 | 0 | | F4 — Contrato JEV e adaptadores | 16 | 0 | 0 |
| F5 — Controle de execução | 3 | 0 | 0 | | F5 — Controle de execução | 3 | 0 | 0 |
| F6 — Piloto | 4 | 0 | 0 | | F6 — Piloto | 4 | 0 | 0 |
| F7 — Desenvolvimento e calibração | 3 | 1 | 0 | | F7 — Desenvolvimento e calibração | 4 | 0 | 0 |
| F8 — Teste final | 0 | 0 | 4 | | F8 — Teste final | 0 | 0 | 4 |
| F9 — Métricas e análise | 0 | 0 | 8 | | F9 — Métricas e análise | 0 | 0 | 8 |
| F10 — Relatório e encerramento | 0 | 0 | 4 | | F10 — Relatório e encerramento | 0 | 0 | 4 |
| **Total** | **57** | **3** | **18** | | **Total** | **58** | **2** | **18** |
Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente. Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente.
<!-- PROGRESSO:FIM --> <!-- PROGRESSO:FIM -->
@@ -183,7 +183,8 @@ Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente.
## F7 — Desenvolvimento e calibração ## F7 — Desenvolvimento e calibração
- [~] **59.** Executar os candidatos no conjunto de desenvolvimento, sem calibração adicional. - [x] **59.** Executar os candidatos no conjunto de desenvolvimento, sem calibração adicional.
- ↳ 1.183 exemplos, sem erros: SemIf 88,4%, Rizzo Flow 85,5%, GLiNER 55,5%, Laya 54,0% (GPU). Resultados em [`reports/dev/`](../reports/dev/README.md).
- [x] **60.** Escolher os limites de confiança e as regras de abstenção só com a partição de calibração. - [x] **60.** Escolher os limites de confiança e as regras de abstenção só com a partição de calibração.
- ↳ Abster-se significa encaminhar para desambiguação. A regra é escolhida por meta de cobertura ou de risco, definida antes. *(Q5)* - ↳ Abster-se significa encaminhar para desambiguação. A regra é escolhida por meta de cobertura ou de risco, definida antes. *(Q5)*
- ↳ `analysis/calibrate.py` → `config/calibration.json`: menor limiar com rota errada com confiança alta ≤ 2%. Cobertura na calibração: SemIf 59,5%, Rizzo Flow 47,6%, GLiNER 11,8%, Laya 5,1% (nenhum atinge os 80% do critério H2). - ↳ `analysis/calibrate.py` → `config/calibration.json`: menor limiar com rota errada com confiança alta ≤ 2%. Cobertura na calibração: SemIf 59,5%, Rizzo Flow 47,6%, GLiNER 11,8%, Laya 5,1% (nenhum atinge os 80% do critério H2).

75
reports/dev/README.md Normal file
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@@ -0,0 +1,75 @@
# Desenvolvimento — partição completa (1.183 exemplos)
## Sumário executivo
A rodada de desenvolvimento executou os quatro candidatos sobre toda a partição de dev, sem calibração. É a primeira medição em escala do benchmark e a referência para comparar com a calibração e com o teste final.
- **Qualidade:** **SemIf 88,4%** e **Rizzo Flow 85,5%** de acurácia, com macro F1 de 90,1% e 88,3%. **GLiNER (55,5%)** e **Laya (54,0%)** ficam cerca de 30 p.p. atrás, e a ordem se mantém em relação ao piloto.
- **Robustez ao número de opções:** SemIf fica estável entre 4 e 16 opções (88–89%); Rizzo varia entre 84% e 89%; o **Laya cai de 70% para 45%** quando as opções passam de 4 para 16.
- **Pedidos sem correspondência:** SemIf reconhece 78% deles; GLiNER, 62%, mas à custa de marcar 242 pedidos válidos como `sem_correspondencia`; Rizzo, 60%; Laya, 28%.
- **Latência:** em GPU A10, Laya e GLiNER ficam em cerca de 20 ms de mediana (p95 de 23 a 31 ms); SemIf e Rizzo, em cerca de 115 ms (p95 de 181 a 187 ms, acima do limite de 150 ms). Em CPU, Laya e GLiNER levam de 180 a 250 ms.
- **Execução:** 1.183 decisões por candidato e dispositivo, sem erros e sem truncamento.
## Resultados gerais
| Candidato | Acurácia | Macro F1 | `sem_correspondencia` reconhecido | Acerto dentro do escopo | Pedidos válidos marcados como `sem_correspondencia` | p50 GPU | p95 GPU |
|---|---|---|---|---|---|---|---|
| SemIf | 88,4% | 90,1% | 78,2% | 91,5% | 32 | 117 ms | 187 ms |
| Rizzo Flow | 85,5% | 88,3% | 59,6% | 93,4% | 6 | 112 ms | 181 ms |
| GLiNER | 55,5% | 55,3% | 61,5% | 53,6% | 242 | 18 ms | 31 ms |
| Laya | 54,0% | 56,4% | 28,0% | 61,9% | 37 | 21 ms | 23 ms |
![Acurácia por candidato](chart-acuracia.svg)
![Acurácia por número de opções](chart-acuracia-por-opcoes.svg)
![Qualidade × latência em GPU](chart-qualidade-latencia.svg)
![Latência por decisão: GPU × CPU](chart-latencia.svg)
**Acurácia por perfil de escrita (GPU)**
| Perfil | SemIf | Rizzo Flow | GLiNER | Laya |
|---|---|---|---|---|
| Curto e neutro | 88,2% | 87,5% | 58,3% | 66,0% |
| Informal, com abreviações | 92,7% | 88,5% | 60,4% | 55,7% |
| Erros de digitação | 89,0% | 82,8% | 50,2% | 49,8% |
| Regionalismo | 84,9% | 87,2% | 63,7% | 60,9% |
| Emocional | 92,2% | 85,5% | 47,5% | 45,8% |
| Longo, com contexto | 92,5% | 85,8% | 67,5% | 56,7% |
| Indireto ou com várias intenções | 78,2% | 81,7% | 43,7% | 45,8% |
## Resultados detalhados
Probabilidades brutas. Lote 1. As latências excluem os 5 primeiros exemplos (aquecimento). SemIf e Rizzo Flow rodam só em GPU, porque são inviáveis em CPU pela regra do piloto.
<!-- TABELA:INICIO -->
| Candidato | Disp. | Precisão | n | Acurácia | Macro F1 | ECE (bruto) | p50 ms | p95 ms | p99 ms | Carga s | RAM pico MiB | GPU pico MiB | Erros | Truncados |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| gliner | cpu | float32 | 1183 | 55.5% | 55.3% | 0.088 | 252.5 | 478.6 | 586.9 | 20.1 | 3258 | — | 0 | 0 |
| gliner | cuda | float32 | 1183 | 55.5% | 55.3% | 0.088 | 18.4 | 31.4 | 33.5 | 21.8 | 3228 | 1959 | 0 | 0 |
| laya | cpu | float32 | 1183 | 54.4% | 56.8% | 0.287 | 182.3 | 225.6 | 269.5 | 9.6 | 2679 | — | 0 | 0 |
| laya | cuda | float32 | 1183 | 54.0% | 56.4% | 0.290 | 21.3 | 22.8 | 24.0 | 8.6 | 2788 | 1811 | 0 | 0 |
| rizzo_flow | cuda | gguf-q8_0 | 1183 | 85.5% | 88.3% | 0.035 | 111.8 | 180.6 | 184.7 | 6.2 | 4529 | 5115 | 0 | 0 |
| semif | cuda | bfloat16 | 1183 | 88.4% | 90.1% | 0.042 | 117.1 | 186.5 | 190.1 | 7.8 | 9028 | 8513 | 0 | 0 |
<!-- TABELA:FIM -->
Arquivos: `summary-<candidato>-<dispositivo>.json` (resumo, cenário, precisão e diagnósticos) e `predictions-<candidato>-<dispositivo>.jsonl` (uma linha por exemplo, com a distribuição completa de probabilidades e os metadados do exemplo).
## Metodologia
**Dados.** A partição de desenvolvimento do conjunto congelado `d1-v1` inteira, sem amostragem: 1.183 exemplos de 99 lotes de geração, com os 43 rótulos. São 178 pedidos fora de escopo, 98 exemplos com a intenção correta fora das opções (rótulo `sem_correspondencia`) e opções por pergunta assim distribuídas: 4 (320), 8 (311), 12 (274) e 16 (278). A partição é disjunta da de calibração e da de teste por lote de geração.
**Tarefa e execução.** Classificação de intenção (D1) pelo contrato `jev-compat-v1`, com a mesma entrada para todos. Lote 1, precisão nativa de cada candidato e inferência isolada de fontes externas, com artefatos verificados por SHA-256. Nenhuma calibração nem limiar foi aplicado nesta rodada (tarefa 59).
**Cenário.** GPU `VM.GPU.A10.1` em sa-saopaulo-1 para os quatro candidatos; CPU `VM.Standard.E4.Flex` com 8 OCPU em us-chicago-1 para Laya e GLiNER. Mais detalhes em [docs/05](../../docs/05-cenario-de-execucao.md).
**Uso desta rodada.** O dev serve de referência e de diagnóstico. Os parâmetros que vão para o teste (temperatura e limiar) vêm exclusivamente da [partição de calibração](../calibration/README.md); nada aqui foi usado para ajustá-los.
## Conclusão
1. **Dois grupos bem separados.** Os modelos de 4B (SemIf e Rizzo Flow) ficam entre 85% e 89% de acurácia; os encoders compactos (Laya e GLiNER), entre 54% e 56%. A distância de cerca de 30 p.p. se confirma na escala completa.
2. **O SemIf é o mais robusto.** Mantém a acurácia com qualquer número de opções e em quase todos os perfis de escrita; seu ponto fraco são os pedidos indiretos ou com várias intenções (78%).
3. **O Laya depende de poucas opções.** Com 4 opções, chega a 70%; com 12 ou mais, cai para 45%. É viável só com uma elegibilidade que restrinja bem as opções.
4. **O GLiNER abstém demais.** Reconhece bem os pedidos sem correspondência, mas descarta 242 pedidos válidos (20% do escopo), o que no orquestrador viraria desambiguação desnecessária.
5. **A latência separa os mesmos grupos.** Os encoders cabem com folga no limite de p95 em GPU e são viáveis em CPU; os modelos de 4B, não.

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