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refactor: rename teacher/student to optimizer/target, remove best skills, fix slow update

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- Rename teacher -> optimizer, student -> target across all code, configs, docs, prompts
- CLI: --teacher_model -> --optimizer_model, --student_model -> --target_model
- Remove best_skill files, keep only initial skills
- Fix slow update gate (force write into skill)
- Fix SLOW_UPDATE marker stripping
- Remove deep_reflect and meta_reflect mechanisms
- Update .env.example with export prefix and azure_cli docs
- Add endpoint empty validation in azure_openai.py

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
This commit is contained in:
Cuzyoung
2026-05-24 19:15:03 +00:00
parent 6e165d5347
commit 4a1b984d87
70 changed files with 1083 additions and 2068 deletions
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skillopt/config.py
+17 -21
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@@ -30,10 +30,10 @@ _STRUCTURED_SECTIONS = frozenset({
_FLATTEN_MAP: dict[str, str] = {
"model.backend": "model_backend",
"model.teacher": "teacher_model",
"model.student": "student_model",
"model.teacher_backend": "teacher_backend",
"model.student_backend": "student_backend",
"model.optimizer": "optimizer_model",
"model.target": "target_model",
"model.optimizer_backend": "optimizer_backend",
"model.target_backend": "target_backend",
"model.reasoning_effort": "reasoning_effort",
"model.rewrite_reasoning_effort": "rewrite_reasoning_effort",
"model.rewrite_max_completion_tokens": "rewrite_max_completion_tokens",
@@ -51,7 +51,7 @@ _FLATTEN_MAP: dict[str, str] = {
"model.claude_code_exec_use_sdk": "claude_code_exec_use_sdk",
"model.claude_code_exec_effort": "claude_code_exec_effort",
"model.claude_code_exec_max_thinking_tokens": "claude_code_exec_max_thinking_tokens",
"model.codex_trace_to_teacher": "codex_trace_to_teacher",
"model.codex_trace_to_optimizer": "codex_trace_to_optimizer",
"model.azure_endpoint": "azure_endpoint",
"model.azure_api_version": "azure_api_version",
"model.azure_api_key": "azure_api_key",
@@ -61,18 +61,18 @@ _FLATTEN_MAP: dict[str, str] = {
"model.azure_openai_auth_mode": "azure_openai_auth_mode",
"model.azure_openai_ad_scope": "azure_openai_ad_scope",
"model.azure_openai_managed_identity_client_id": "azure_openai_managed_identity_client_id",
"model.teacher_azure_openai_endpoint": "teacher_azure_openai_endpoint",
"model.teacher_azure_openai_api_version": "teacher_azure_openai_api_version",
"model.teacher_azure_openai_api_key": "teacher_azure_openai_api_key",
"model.teacher_azure_openai_auth_mode": "teacher_azure_openai_auth_mode",
"model.teacher_azure_openai_ad_scope": "teacher_azure_openai_ad_scope",
"model.teacher_azure_openai_managed_identity_client_id": "teacher_azure_openai_managed_identity_client_id",
"model.student_azure_openai_endpoint": "student_azure_openai_endpoint",
"model.student_azure_openai_api_version": "student_azure_openai_api_version",
"model.student_azure_openai_api_key": "student_azure_openai_api_key",
"model.student_azure_openai_auth_mode": "student_azure_openai_auth_mode",
"model.student_azure_openai_ad_scope": "student_azure_openai_ad_scope",
"model.student_azure_openai_managed_identity_client_id": "student_azure_openai_managed_identity_client_id",
"model.optimizer_azure_openai_endpoint": "optimizer_azure_openai_endpoint",
"model.optimizer_azure_openai_api_version": "optimizer_azure_openai_api_version",
"model.optimizer_azure_openai_api_key": "optimizer_azure_openai_api_key",
"model.optimizer_azure_openai_auth_mode": "optimizer_azure_openai_auth_mode",
"model.optimizer_azure_openai_ad_scope": "optimizer_azure_openai_ad_scope",
"model.optimizer_azure_openai_managed_identity_client_id": "optimizer_azure_openai_managed_identity_client_id",
"model.target_azure_openai_endpoint": "target_azure_openai_endpoint",
"model.target_azure_openai_api_version": "target_azure_openai_api_version",
"model.target_azure_openai_api_key": "target_azure_openai_api_key",
"model.target_azure_openai_auth_mode": "target_azure_openai_auth_mode",
"model.target_azure_openai_ad_scope": "target_azure_openai_ad_scope",
"model.target_azure_openai_managed_identity_client_id": "target_azure_openai_managed_identity_client_id",
"model.qwen_chat_base_url": "qwen_chat_base_url",
"model.qwen_chat_api_key": "qwen_chat_api_key",
"model.qwen_chat_temperature": "qwen_chat_temperature",
@@ -89,16 +89,12 @@ _FLATTEN_MAP: dict[str, str] = {
"gradient.merge_batch_size": "merge_batch_size",
"gradient.analyst_workers": "analyst_workers",
"gradient.failure_only": "failure_only",
"gradient.use_deep_reflect": "use_deep_reflect",
"gradient.deep_reflect_failures": "deep_reflect_failures",
"gradient.deep_reflect_successes": "deep_reflect_successes",
"gradient.max_analyst_rounds": "max_analyst_rounds",
"optimizer.learning_rate": "edit_budget",
"optimizer.min_learning_rate": "min_edit_budget",
"optimizer.lr_scheduler": "lr_scheduler",
"optimizer.lr_control_mode": "lr_control_mode",
"optimizer.skill_update_mode": "skill_update_mode",
"optimizer.use_meta_reflect": "use_meta_reflect",
"optimizer.meta_learning_rate": "meta_edit_budget",
"optimizer.use_slow_update": "use_slow_update",
"optimizer.slow_update_samples": "slow_update_samples",