feat(audit): enriched markdown renderer - 15 sections per profile + 2 new rollups

render_full_markdown in src/code_path_audit_render.py produces
detailed per-profile markdown:
- Producers detail (grouped by file)
- Consumers detail (grouped by file)
- Field access matrix (every field x every consumer)
- Access pattern (dominant + per-function distribution)
- Frequency (aggregate + per-function)
- Result coverage table
- Type alias coverage table (typed vs untyped sites)
- Cross-audit findings (per-bucket tables)
- Decomposition cost (8 metrics)
- Struct shape inference (inferred from producer returns)
- Optimization candidates (concrete refactor steps + affected files)
- Verdict
- Evidence appendix (every per-function item)

New rollups:
- field_usage.md: cross-aggregate field access frequency
- call_graph.md: producer/consumer tables grouped by aggregate

Total report: 1814 lines (was 1204).
This commit is contained in:
ed
2026-06-22 10:12:48 -04:00
parent 5405345c5a
commit 59eeee819e
23 changed files with 1690 additions and 326 deletions
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): unknown
- Decomposition direction: insufficient_data
- Struct field count (estimated): 0
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:**
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:**
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 0 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 0 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** candidate aggregate; would be detected after any_type_componentization_20260621 merges
**Struct field count (estimated):** 0
**Struct frozen:** False
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
candidate aggregate; would be detected after any_type_componentization_20260621 merges
candidate aggregate; would be detected after any_type_componentization_20260621 merges
## Evidence appendix
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** CommsLog: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
CommsLog: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
CommsLog: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** CommsLogEntry: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
CommsLogEntry: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
CommsLogEntry: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** FileItem: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
FileItem: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
FileItem: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -10,17 +10,17 @@
\ === producers (0 items) ===
\ === consumers (3 items) ===
"src.ai_client._build_file_context_text" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._build_file_diff_text" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._reread_file_items_result" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._build_file_context_text" "src\ai_client.py" 0 "consumer" fn-ref
\ === access_pattern ===
"whole_struct" access-pattern
\ === access_pattern_evidence (3 items) ===
"src.ai_client._build_file_context_text" "whole_struct" 0 "low" ap-evidence
"src.ai_client._build_file_diff_text" "whole_struct" 0 "low" ap-evidence
"src.ai_client._reread_file_items_result" "whole_struct" 0 "low" ap-evidence
"src.ai_client._build_file_context_text" "whole_struct" 0 "low" ap-evidence
\ === frequency ===
"per_turn" frequency
@@ -8,12 +8,38 @@
- Producers: 0
- Consumers: 3
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 3
- Access pattern (aggregate): whole_struct
- Frequency (aggregate): per_turn
- Decomposition direction: hold
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (3)
### `src\ai_client.py` (3 consumers)
- `src.ai_client._build_file_diff_text` (line 0)
- `src.ai_client._reread_file_items_result` (line 0)
- `src.ai_client._build_file_context_text` (line 0)
## Field access matrix
_(no field accesses detected)_
## Access pattern
**Dominant pattern:** whole_struct
**Evidence count:** 3
**Per-function pattern distribution:**
- `whole_struct`: 3 functions (100%)
## Frequency
**Dominant frequency:** per_turn
@@ -23,27 +49,55 @@
**Summary:** 0 producers, 3 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 3 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 70 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 70 us/turn
**Recommended direction:** hold
**Rationale:** FileItems: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
FileItems: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
FileItems: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
## Evidence appendix
### Access pattern evidence
| function | pattern | field_accesses | confidence |
|---|---|---|---|
| `src.ai_client._build_file_diff_text` | `whole_struct` | | low |
| `src.ai_client._reread_file_items_result` | `whole_struct` | | low |
| `src.ai_client._build_file_context_text` | `whole_struct` | | low |
@@ -3,9 +3,9 @@ Metadata: FileItems
|- memory_dim: curation
|- producers: [0]
|- consumers: [3]
| |- src.ai_client._build_file_context_text (consumer)
| |- src.ai_client._build_file_diff_text (consumer)
| |- src.ai_client._reread_file_items_result (consumer)
| |- src.ai_client._build_file_context_text (consumer)
|- access_pattern: whole_struct
|- frequency: per_turn
|- result_coverage: 0 producers, 3 consumers
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** History: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
History: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
History: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -10,15 +10,15 @@
\ === producers (0 items) ===
\ === consumers (2 items) ===
"src.provider_state.append" "src\provider_state.py" 0 "consumer" fn-ref
"src.provider_state.replace_all" "src\provider_state.py" 0 "consumer" fn-ref
"src.provider_state.append" "src\provider_state.py" 0 "consumer" fn-ref
\ === access_pattern ===
"mixed" access-pattern
\ === access_pattern_evidence (2 items) ===
"src.provider_state.append" "mixed" 2 "high" ap-evidence
"src.provider_state.replace_all" "mixed" 2 "high" ap-evidence
"src.provider_state.append" "mixed" 2 "high" ap-evidence
\ === frequency ===
"per_turn" frequency
@@ -8,12 +8,40 @@
- Producers: 0
- Consumers: 2
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 2
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (2)
### `src\provider_state.py` (2 consumers)
- `src.provider_state.replace_all` (line 0)
- `src.provider_state.append` (line 0)
## Field access matrix
| consumer | lock | messages |
|---|---|---|
| `replace_all` | 1 | 1 |
| `append` | 1 | 1 |
## Access pattern
**Dominant pattern:** mixed
**Evidence count:** 2
**Per-function pattern distribution:**
- `mixed`: 2 functions (100%)
## Frequency
**Dominant frequency:** per_turn
@@ -23,27 +51,54 @@
**Summary:** 0 producers, 2 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 2 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 4 sites; 0 typed (0%); 4 untyped (100%)
| metric | value |
|---|---|
| total field-access sites | 4 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 4 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** HistoryMessage: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
HistoryMessage: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
HistoryMessage: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
### Access pattern evidence
| function | pattern | field_accesses | confidence |
|---|---|---|---|
| `src.provider_state.replace_all` | `mixed` | `lock`=1, `messages`=1 | high |
| `src.provider_state.append` | `mixed` | `lock`=1, `messages`=1 | high |
@@ -3,8 +3,8 @@ Metadata: HistoryMessage
|- memory_dim: discussion
|- producers: [0]
|- consumers: [2]
| |- src.provider_state.append (consumer)
| |- src.provider_state.replace_all (consumer)
| |- src.provider_state.append (consumer)
|- access_pattern: mixed
|- frequency: per_turn
|- result_coverage: 0 producers, 2 consumers
@@ -8,170 +8,170 @@
"discussion" mem-dim
\ === producers (77 items) ===
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"src.ai_client._send_cli_round_result" "src\ai_client.py" 0 "producer" fn-ref
"src.app_controller.get_session_insights" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._api_get_api_project" "src\app_controller.py" 0 "producer" fn-ref
"src.project_manager.load_project" "src\project_manager.py" 0 "producer" fn-ref
"src.app_controller.token_stats" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.select_tab" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_status" "src\app_controller.py" 0 "producer" fn-ref
"src.project_manager.migrate_from_legacy_config" "src\project_manager.py" 0 "producer" fn-ref
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"src.ai_client._load_credentials" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.trigger_patch" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.select_list_item" "src\api_hook_client.py" 0 "producer" fn-ref
"src.project_manager.load_history" "src\project_manager.py" 0 "producer" fn-ref
"src.api_hook_client.select_tab" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.reject_patch" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_generate" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client._dashscope_call" "src\ai_client.py" 0 "producer" fn-ref
"src.ai_client._add_bleed_derived" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_startup_timeline" "src\api_hook_client.py" 0 "producer" fn-ref
"src.project_manager.default_discussion" "src\project_manager.py" 0 "producer" fn-ref
"src.api_hook_client.get_project_switch_status" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_patch_status" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.apply_patch" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_project" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.right_click" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.push_event" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.post_gui" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.click" "src\api_hook_client.py" 0 "producer" fn-ref
"src.project_manager.flat_config" "src\project_manager.py" 0 "producer" fn-ref
"src.app_controller.get_api_project" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller.get_diagnostics" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.get_financial_metrics" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_io_pool_status" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_get_api_session" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.get_warmup_wait" "src\api_hook_client.py" 0 "producer" fn-ref
"src.ai_client._parse_tool_args_result" "src\ai_client.py" 0 "producer" fn-ref
"src.ai_client.get_gemini_cache_stats" "src\ai_client.py" 0 "producer" fn-ref
"src.app_controller.get_session" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client._content_block_to_dict" "src\ai_client.py" 0 "producer" fn-ref
"src.app_controller.load_config" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client._load_credentials" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.drag" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.post_project" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_get_diagnostics" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client.ollama_chat" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_mma_status" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_mma_workers" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_system_telemetry" "src\api_hook_client.py" 0 "producer" fn-ref
"src.project_manager.load_history" "src\project_manager.py" 0 "producer" fn-ref
"src.api_hook_client.get_gui_diagnostics" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_session" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller.get_performance" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller.status" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._api_get_mma_status" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client.get_token_stats" "src\ai_client.py" 0 "producer" fn-ref
"src.app_controller.generate" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client.get_gemini_cache_stats" "src\ai_client.py" 0 "producer" fn-ref
"src.project_manager.default_project" "src\project_manager.py" 0 "producer" fn-ref
"src.app_controller._api_get_session" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._offload_entry_payload" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.trigger_patch" "src\api_hook_client.py" 0 "producer" fn-ref
"src.project_manager.str_to_entry" "src\project_manager.py" 0 "producer" fn-ref
"src.app_controller.wait" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._api_status" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._api_get_mma_status" "src\app_controller.py" 0 "producer" fn-ref
"src.ai_client.ollama_chat" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.wait_for_project_switch" "src\api_hook_client.py" 0 "producer" fn-ref
"src.ai_client._parse_tool_args_result" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_mma_status" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_get_context" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.get_gui_health" "src\api_hook_client.py" 0 "producer" fn-ref
"src.models._load_config_from_disk" "src\models.py" 0 "producer" fn-ref
"src.api_hook_client.get_session" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller.get_session" "src\app_controller.py" 0 "producer" fn-ref
"src.app_controller._api_get_performance" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.post_gui" "src\api_hook_client.py" 0 "producer" fn-ref
"src.ai_client._content_block_to_dict" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.right_click" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller._api_get_gui_state" "src\app_controller.py" 0 "producer" fn-ref
"src.api_hook_client.get_performance" "src\api_hook_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_warmup_wait" "src\api_hook_client.py" 0 "producer" fn-ref
"src.ai_client._add_bleed_derived" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.set_value" "src\api_hook_client.py" 0 "producer" fn-ref
"src.app_controller.get_diagnostics" "src\app_controller.py" 0 "producer" fn-ref
"src.project_manager.default_discussion" "src\project_manager.py" 0 "producer" fn-ref
"src.ai_client._dashscope_call" "src\ai_client.py" 0 "producer" fn-ref
"src.api_hook_client.get_warmup_status" "src\api_hook_client.py" 0 "producer" fn-ref
\ === consumers (35 items) ===
"src.app_controller._offload_entry_payload" "src\app_controller.py" 0 "consumer" fn-ref
"src.aggregate.build_markdown_no_history" "src\aggregate.py" 0 "consumer" fn-ref
"src.app_controller._start_track_logic" "src\app_controller.py" 0 "consumer" fn-ref
"src.ai_client._strip_stale_file_refreshes" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.format_discussion" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._trim_anthropic_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.save_project" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._trim_minimax_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._estimate_prompt_tokens" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client.ollama_chat" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.flat_config" "src\project_manager.py" 0 "consumer" fn-ref
"src.app_controller._on_comms_entry" "src\app_controller.py" 0 "consumer" fn-ref
"src.ai_client._add_history_cache_breakpoint" "src\ai_client.py" 0 "consumer" fn-ref
"src.models.from_dict" "src\models.py" 0 "consumer" fn-ref
"src.app_controller._start_track_logic_result" "src\app_controller.py" 0 "consumer" fn-ref
"src.project_manager.entry_to_str" "src\project_manager.py" 0 "consumer" fn-ref
"src.app_controller._on_comms_entry" "src\app_controller.py" 0 "consumer" fn-ref
"src.ai_client._trim_minimax_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.aggregate.build_tier3_context" "src\aggregate.py" 0 "consumer" fn-ref
"src.ai_client.ollama_chat" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.flat_config" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._repair_minimax_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._estimate_message_tokens" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._strip_private_keys" "src\ai_client.py" 0 "consumer" fn-ref
"src.aggregate._build_files_section_from_items" "src\aggregate.py" 0 "consumer" fn-ref
"src.ai_client._dashscope_call" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._repair_deepseek_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._add_bleed_derived" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._add_history_cache_breakpoint" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.migrate_from_legacy_config" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._invalidate_token_estimate" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.entry_to_str" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._strip_cache_controls" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._repair_minimax_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._append_comms" "src\ai_client.py" 0 "consumer" fn-ref
"src.aggregate.build_tier3_context" "src\aggregate.py" 0 "consumer" fn-ref
"src.aggregate.build_markdown_from_items" "src\aggregate.py" 0 "consumer" fn-ref
"src.ai_client._pre_dispatch" "src\ai_client.py" 0 "consumer" fn-ref
"src.aggregate.run" "src\aggregate.py" 0 "consumer" fn-ref
"src.models._save_config_to_disk" "src\models.py" 0 "consumer" fn-ref
"src.ai_client._repair_deepseek_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._pre_dispatch" "src\ai_client.py" 0 "consumer" fn-ref
"src.app_controller._start_track_logic" "src\app_controller.py" 0 "consumer" fn-ref
"src.ai_client._estimate_prompt_tokens" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.save_project" "src\project_manager.py" 0 "consumer" fn-ref
"src.ai_client._repair_anthropic_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._estimate_message_tokens" "src\ai_client.py" 0 "consumer" fn-ref
"src.project_manager.migrate_from_legacy_config" "src\project_manager.py" 0 "consumer" fn-ref
"src.aggregate.run" "src\aggregate.py" 0 "consumer" fn-ref
"src.app_controller._refresh_api_metrics" "src\app_controller.py" 0 "consumer" fn-ref
"src.project_manager.format_discussion" "src\project_manager.py" 0 "consumer" fn-ref
"src.aggregate.build_markdown_from_items" "src\aggregate.py" 0 "consumer" fn-ref
"src.aggregate.build_markdown_no_history" "src\aggregate.py" 0 "consumer" fn-ref
"src.app_controller._offload_entry_payload" "src\app_controller.py" 0 "consumer" fn-ref
"src.ai_client._add_bleed_derived" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._trim_anthropic_history" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._execute_single_tool_call_async" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._dashscope_call" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._invalidate_token_estimate" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._strip_stale_file_refreshes" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._strip_cache_controls" "src\ai_client.py" 0 "consumer" fn-ref
"src.ai_client._append_comms" "src\ai_client.py" 0 "consumer" fn-ref
\ === access_pattern ===
"whole_struct" access-pattern
\ === access_pattern_evidence (35 items) ===
"src.app_controller._offload_entry_payload" "whole_struct" 0 "low" ap-evidence
"src.aggregate.build_markdown_no_history" "whole_struct" 0 "low" ap-evidence
"src.app_controller._start_track_logic" "mixed" 2 "high" ap-evidence
"src.ai_client._strip_stale_file_refreshes" "whole_struct" 0 "low" ap-evidence
"src.project_manager.format_discussion" "whole_struct" 0 "low" ap-evidence
"src.ai_client._trim_anthropic_history" "whole_struct" 1 "high" ap-evidence
"src.project_manager.save_project" "mixed" 2 "high" ap-evidence
"src.ai_client._trim_minimax_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._estimate_prompt_tokens" "whole_struct" 0 "low" ap-evidence
"src.ai_client.ollama_chat" "whole_struct" 0 "low" ap-evidence
"src.project_manager.flat_config" "whole_struct" 1 "high" ap-evidence
"src.app_controller._on_comms_entry" "field_by_field" 10 "high" ap-evidence
"src.ai_client._add_history_cache_breakpoint" "whole_struct" 0 "low" ap-evidence
"src.models.from_dict" "mixed" 2 "high" ap-evidence
"src.app_controller._start_track_logic_result" "field_by_field" 17 "high" ap-evidence
"src.project_manager.entry_to_str" "whole_struct" 1 "high" ap-evidence
"src.app_controller._on_comms_entry" "field_by_field" 10 "high" ap-evidence
"src.ai_client._trim_minimax_history" "whole_struct" 1 "high" ap-evidence
"src.aggregate.build_tier3_context" "whole_struct" 0 "low" ap-evidence
"src.ai_client.ollama_chat" "whole_struct" 0 "low" ap-evidence
"src.project_manager.flat_config" "whole_struct" 1 "high" ap-evidence
"src.ai_client._repair_minimax_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._estimate_message_tokens" "mixed" 2 "high" ap-evidence
"src.ai_client._strip_private_keys" "whole_struct" 0 "low" ap-evidence
"src.aggregate._build_files_section_from_items" "whole_struct" 0 "low" ap-evidence
"src.ai_client._dashscope_call" "whole_struct" 0 "low" ap-evidence
"src.ai_client._repair_deepseek_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._add_bleed_derived" "field_by_field" 9 "high" ap-evidence
"src.ai_client._add_history_cache_breakpoint" "whole_struct" 0 "low" ap-evidence
"src.project_manager.migrate_from_legacy_config" "whole_struct" 1 "high" ap-evidence
"src.ai_client._invalidate_token_estimate" "whole_struct" 1 "high" ap-evidence
"src.project_manager.entry_to_str" "whole_struct" 1 "high" ap-evidence
"src.ai_client._strip_cache_controls" "whole_struct" 0 "low" ap-evidence
"src.ai_client._repair_minimax_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._append_comms" "whole_struct" 0 "low" ap-evidence
"src.aggregate.build_tier3_context" "whole_struct" 0 "low" ap-evidence
"src.aggregate.build_markdown_from_items" "whole_struct" 0 "low" ap-evidence
"src.ai_client._pre_dispatch" "whole_struct" 0 "low" ap-evidence
"src.aggregate.run" "field_by_field" 3 "high" ap-evidence
"src.models._save_config_to_disk" "whole_struct" 0 "low" ap-evidence
"src.ai_client._repair_deepseek_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._pre_dispatch" "whole_struct" 0 "low" ap-evidence
"src.app_controller._start_track_logic" "mixed" 2 "high" ap-evidence
"src.ai_client._estimate_prompt_tokens" "whole_struct" 0 "low" ap-evidence
"src.project_manager.save_project" "mixed" 2 "high" ap-evidence
"src.ai_client._repair_anthropic_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._estimate_message_tokens" "mixed" 2 "high" ap-evidence
"src.project_manager.migrate_from_legacy_config" "whole_struct" 1 "high" ap-evidence
"src.aggregate.run" "field_by_field" 3 "high" ap-evidence
"src.app_controller._refresh_api_metrics" "field_by_field" 11 "high" ap-evidence
"src.project_manager.format_discussion" "whole_struct" 0 "low" ap-evidence
"src.aggregate.build_markdown_from_items" "whole_struct" 0 "low" ap-evidence
"src.aggregate.build_markdown_no_history" "whole_struct" 0 "low" ap-evidence
"src.app_controller._offload_entry_payload" "whole_struct" 0 "low" ap-evidence
"src.ai_client._add_bleed_derived" "field_by_field" 9 "high" ap-evidence
"src.ai_client._trim_anthropic_history" "whole_struct" 1 "high" ap-evidence
"src.ai_client._execute_single_tool_call_async" "mixed" 2 "high" ap-evidence
"src.ai_client._dashscope_call" "whole_struct" 0 "low" ap-evidence
"src.ai_client._invalidate_token_estimate" "whole_struct" 1 "high" ap-evidence
"src.ai_client._strip_stale_file_refreshes" "whole_struct" 0 "low" ap-evidence
"src.ai_client._strip_cache_controls" "whole_struct" 0 "low" ap-evidence
"src.ai_client._append_comms" "whole_struct" 0 "low" ap-evidence
\ === frequency ===
"per_turn" frequency
\ === frequency_evidence (5 items) ===
"src.api_hook_client.wait_for_project_switch" "per_turn" "static_analysis" "producer from src\api_hook_client.py" freq-evidence
"src.ai_client._send_cli_round_result" "per_turn" "static_analysis" "producer from src\ai_client.py" freq-evidence
"src.app_controller.get_session_insights" "per_turn" "static_analysis" "producer from src\app_controller.py" freq-evidence
"src.api_hook_client.get_gui_diagnostics" "per_turn" "static_analysis" "producer from src\api_hook_client.py" freq-evidence
"src.app_controller.get_gui_state" "per_turn" "static_analysis" "producer from src\app_controller.py" freq-evidence
"src.app_controller._api_get_api_project" "per_turn" "static_analysis" "producer from src\app_controller.py" freq-evidence
"src.project_manager.load_project" "per_turn" "static_analysis" "producer from src\project_manager.py" freq-evidence
"src.api_hook_client.get_node_status" "per_turn" "static_analysis" "producer from src\api_hook_client.py" freq-evidence
"src.api_hook_client.post_session" "per_turn" "static_analysis" "producer from src\api_hook_client.py" freq-evidence
\ === result_coverage ===
77 77 35 0 result-coverage
@@ -8,43 +8,372 @@
- Producers: 77
- Consumers: 35
- Distinct producer fqnames: 77
- Distinct consumer fqnames: 35
- Access pattern (aggregate): whole_struct
- Frequency (aggregate): per_turn
- Decomposition direction: hold
- Struct field count (estimated): 10
## Producers (77)
### `src\ai_client.py` (9 producers)
- `src.ai_client._send_cli_round_result` (line 0)
- `src.ai_client.get_token_stats` (line 0)
- `src.ai_client._load_credentials` (line 0)
- `src.ai_client.get_gemini_cache_stats` (line 0)
- `src.ai_client.ollama_chat` (line 0)
- `src.ai_client._parse_tool_args_result` (line 0)
- `src.ai_client._content_block_to_dict` (line 0)
- `src.ai_client._add_bleed_derived` (line 0)
- `src.ai_client._dashscope_call` (line 0)
### `src\api_hook_client.py` (33 producers)
- `src.api_hook_client.get_gui_diagnostics` (line 0)
- `src.api_hook_client.get_node_status` (line 0)
- `src.api_hook_client.post_session` (line 0)
- `src.api_hook_client.get_financial_metrics` (line 0)
- `src.api_hook_client.get_patch_status` (line 0)
- `src.api_hook_client.get_startup_timeline` (line 0)
- `src.api_hook_client.get_project` (line 0)
- `src.api_hook_client.drag` (line 0)
- `src.api_hook_client.apply_patch` (line 0)
- `src.api_hook_client.get_context_state` (line 0)
- `src.api_hook_client.get_status` (line 0)
- `src.api_hook_client.post_project` (line 0)
- `src.api_hook_client.get_system_telemetry` (line 0)
- `src.api_hook_client.push_event` (line 0)
- `src.api_hook_client.get_gui_state` (line 0)
- `src.api_hook_client.get_io_pool_status` (line 0)
- `src.api_hook_client.get_project_switch_status` (line 0)
- `src.api_hook_client.click` (line 0)
- `src.api_hook_client.get_mma_workers` (line 0)
- `src.api_hook_client.trigger_patch` (line 0)
- `src.api_hook_client.select_list_item` (line 0)
- `src.api_hook_client.select_tab` (line 0)
- `src.api_hook_client.reject_patch` (line 0)
- `src.api_hook_client.wait_for_project_switch` (line 0)
- `src.api_hook_client.get_mma_status` (line 0)
- `src.api_hook_client.get_gui_health` (line 0)
- `src.api_hook_client.get_session` (line 0)
- `src.api_hook_client.post_gui` (line 0)
- `src.api_hook_client.right_click` (line 0)
- `src.api_hook_client.get_performance` (line 0)
- `src.api_hook_client.get_warmup_wait` (line 0)
- `src.api_hook_client.set_value` (line 0)
- `src.api_hook_client.get_warmup_status` (line 0)
### `src\app_controller.py` (26 producers)
- `src.app_controller.get_gui_state` (line 0)
- `src.app_controller._api_get_api_project` (line 0)
- `src.app_controller._offload_entry_payload` (line 0)
- `src.app_controller.get_session_insights` (line 0)
- `src.app_controller.generate` (line 0)
- `src.app_controller.get_api_session` (line 0)
- `src.app_controller.get_mma_status` (line 0)
- `src.app_controller._api_token_stats` (line 0)
- `src.app_controller.token_stats` (line 0)
- `src.app_controller.status` (line 0)
- `src.app_controller._api_get_diagnostics` (line 0)
- `src.app_controller._api_get_api_session` (line 0)
- `src.app_controller.get_performance` (line 0)
- `src.app_controller.get_api_project` (line 0)
- `src.app_controller._api_get_session` (line 0)
- `src.app_controller.get_context` (line 0)
- `src.app_controller._api_generate` (line 0)
- `src.app_controller.load_config` (line 0)
- `src.app_controller.wait` (line 0)
- `src.app_controller._api_status` (line 0)
- `src.app_controller._api_get_mma_status` (line 0)
- `src.app_controller._api_get_context` (line 0)
- `src.app_controller.get_session` (line 0)
- `src.app_controller._api_get_performance` (line 0)
- `src.app_controller._api_get_gui_state` (line 0)
- `src.app_controller.get_diagnostics` (line 0)
### `src\models.py` (2 producers)
- `src.models.to_dict` (line 0)
- `src.models._load_config_from_disk` (line 0)
### `src\project_manager.py` (7 producers)
- `src.project_manager.flat_config` (line 0)
- `src.project_manager.load_project` (line 0)
- `src.project_manager.str_to_entry` (line 0)
- `src.project_manager.migrate_from_legacy_config` (line 0)
- `src.project_manager.load_history` (line 0)
- `src.project_manager.default_project` (line 0)
- `src.project_manager.default_discussion` (line 0)
## Consumers (35)
### `src\aggregate.py` (5 consumers)
- `src.aggregate.build_tier3_context` (line 0)
- `src.aggregate._build_files_section_from_items` (line 0)
- `src.aggregate.run` (line 0)
- `src.aggregate.build_markdown_from_items` (line 0)
- `src.aggregate.build_markdown_no_history` (line 0)
### `src\ai_client.py` (18 consumers)
- `src.ai_client._add_history_cache_breakpoint` (line 0)
- `src.ai_client._trim_minimax_history` (line 0)
- `src.ai_client.ollama_chat` (line 0)
- `src.ai_client._repair_minimax_history` (line 0)
- `src.ai_client._estimate_message_tokens` (line 0)
- `src.ai_client._strip_private_keys` (line 0)
- `src.ai_client._repair_deepseek_history` (line 0)
- `src.ai_client._pre_dispatch` (line 0)
- `src.ai_client._estimate_prompt_tokens` (line 0)
- `src.ai_client._repair_anthropic_history` (line 0)
- `src.ai_client._add_bleed_derived` (line 0)
- `src.ai_client._trim_anthropic_history` (line 0)
- `src.ai_client._execute_single_tool_call_async` (line 0)
- `src.ai_client._dashscope_call` (line 0)
- `src.ai_client._invalidate_token_estimate` (line 0)
- `src.ai_client._strip_stale_file_refreshes` (line 0)
- `src.ai_client._strip_cache_controls` (line 0)
- `src.ai_client._append_comms` (line 0)
### `src\app_controller.py` (5 consumers)
- `src.app_controller._start_track_logic_result` (line 0)
- `src.app_controller._on_comms_entry` (line 0)
- `src.app_controller._start_track_logic` (line 0)
- `src.app_controller._refresh_api_metrics` (line 0)
- `src.app_controller._offload_entry_payload` (line 0)
### `src\models.py` (2 consumers)
- `src.models.from_dict` (line 0)
- `src.models._save_config_to_disk` (line 0)
### `src\project_manager.py` (5 consumers)
- `src.project_manager.entry_to_str` (line 0)
- `src.project_manager.flat_config` (line 0)
- `src.project_manager.save_project` (line 0)
- `src.project_manager.migrate_from_legacy_config` (line 0)
- `src.project_manager.format_discussion` (line 0)
## Field access matrix
| consumer | _est_tokens | _gemini_cache_text | _offload_entry_payload | _pending_comms | _pending_comms_lock | _pending_gui_tasks | _pending_gui_tasks_lock | _pending_history_adds | _pending_history_adds_lock | _recalculate_session_usage | _start_track_logic_result | _token_history | _token_stats | _topological_sort_tickets_result | _update_cached_stats | active_discussion | active_project_path | active_project_root | ai_status | append |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| `_add_history_cache_breakpoint` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `from_dict` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_start_track_logic_result` | . | . | . | . | . | 2 | 2 | . | . | . | . | . | . | 1 | . | 1 | 1 | 1 | 4 | . |
| `entry_to_str` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_on_comms_entry` | . | . | 1 | 1 | 1 | . | . | 4 | 4 | . | . | 1 | . | . | . | . | . | . | . | . |
| `_trim_minimax_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `build_tier3_context` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `ollama_chat` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `flat_config` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_repair_minimax_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | 1 |
| `_estimate_message_tokens` | 1 | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_strip_private_keys` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_build_files_section_from_items` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_save_config_to_disk` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_repair_deepseek_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | 1 |
| `_pre_dispatch` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_start_track_logic` | . | . | . | . | . | . | . | . | . | . | 1 | . | . | . | . | . | . | . | 1 | . |
| `_estimate_prompt_tokens` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `save_project` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_repair_anthropic_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | 1 |
| `migrate_from_legacy_config` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `run` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_refresh_api_metrics` | . | 1 | . | . | . | . | . | . | . | 1 | . | . | 1 | . | 1 | . | . | . | . | . |
| `format_discussion` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `build_markdown_from_items` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `build_markdown_no_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_offload_entry_payload` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_add_bleed_derived` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_trim_anthropic_history` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_execute_single_tool_call_async` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_dashscope_call` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_invalidate_token_estimate` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_strip_stale_file_refreshes` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_strip_cache_controls` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
| `_append_comms` | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . | . |
_... 33 more fields_
## Access pattern
**Dominant pattern:** whole_struct
**Evidence count:** 35
**Per-function pattern distribution:**
- `whole_struct`: 25 functions (71%)
- `mixed`: 5 functions (14%)
- `field_by_field`: 5 functions (14%)
## Frequency
**Dominant frequency:** per_turn
**Evidence count:** 5
**Per-function frequency distribution:**
- `per_turn`: 5 functions
## Result coverage
**Summary:** 77 producers, 35 consumers
| metric | value |
|---|---|
| total producers | 77 |
| result producers | 77 |
| total consumers | 35 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 130 sites; 0 typed (0%); 130 untyped (100%)
| metric | value |
|---|---|
| total field-access sites | 130 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 130 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
| audit_optional_in_3_files | 76 | src\ai_client.py:159 | 76 sites |
| bucket | audit script | site count | example file | example line | note |
|---|---|---|---|---|---|
| optional_in_baseline | `audit_optional_in_3_files` | 76 | `src\ai_client.py` | 159 | 76 sites |
## Decomposition cost
**Current cost estimate:** 720 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 720 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** hold
**Rationale:** Metadata: access_pattern=whole_struct, frequency=per_turn, struct_field_count=10, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
**Struct field count (estimated):** 10
**Struct frozen:** True
## Struct shape (inferred from producer returns)
| field | access count | access pattern |
|---|---|---|
| `get` | 10 | hot |
| `pop` | 3 | hot |
| `append` | 3 | hot |
| `ai_status` | 2 | used |
| `session_usage` | 2 | used |
| `files` | 2 | used |
| `content` | 1 | used |
| `marker` | 1 | used |
| `context_files` | 1 | used |
| `_pending_gui_tasks_lock` | 1 | used |
| `_topological_sort_tickets_result` | 1 | used |
| `active_project_root` | 1 | used |
| `event_queue` | 1 | used |
| `engines` | 1 | used |
| `project` | 1 | used |
| `active_discussion` | 1 | used |
| `submit_io` | 1 | used |
| `tracks` | 1 | used |
| `config` | 1 | used |
| `mma_tier_usage` | 1 | used |
| `_pending_gui_tasks` | 1 | used |
| `mma_step_mode` | 1 | used |
| `active_project_path` | 1 | used |
| `local_ts` | 1 | used |
| `_offload_entry_payload` | 1 | used |
| `ui_auto_add_history` | 1 | used |
| `_pending_comms_lock` | 1 | used |
| `_pending_history_adds_lock` | 1 | used |
| `_token_history` | 1 | used |
| `_pending_comms` | 1 | used |
| `_pending_history_adds` | 1 | used |
| `_est_tokens` | 1 | used |
| `_start_track_logic_result` | 1 | used |
| `discussion` | 1 | used |
| `output` | 1 | used |
| `latency` | 1 | used |
| `_recalculate_session_usage` | 1 | used |
| `_token_stats` | 1 | used |
| `_gemini_cache_text` | 1 | used |
| `vendor_quota` | 1 | used |
| `last_error` | 1 | used |
| `error` | 1 | used |
| `_update_cached_stats` | 1 | used |
| `usage` | 1 | used |
| `estimated_prompt_tokens` | 1 | used |
| `max_prompt_tokens` | 1 | used |
| `utilization_pct` | 1 | used |
| `headroom` | 1 | used |
| `would_trim` | 1 | used |
| `sys_tokens` | 1 | used |
| `tool_tokens` | 1 | used |
| `history_tokens` | 1 | used |
| `items` | 1 | used |
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
Metadata: access_pattern=whole_struct, frequency=per_turn, struct_field_count=10, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
Metadata: access_pattern=whole_struct, frequency=per_turn, struct_field_count=10, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
## Evidence appendix
### Access pattern evidence
| function | pattern | field_accesses | confidence |
|---|---|---|---|
| `src.ai_client._add_history_cache_breakpoint` | `whole_struct` | | low |
| `src.models.from_dict` | `mixed` | `content`=1, `marker`=1 | high |
| `src.app_controller._start_track_logic_result` | `field_by_field` | `ai_status`=4, `context_files`=1, `get`=3, `_pending_gui_tasks_lock`=2, `_topological_sort_tickets_result`=1, `active_project_root`=1, `event_queue`=1, `engines`=1, `project`=1, `active_discussion`=1 (+7 more) | high |
| `src.project_manager.entry_to_str` | `whole_struct` | `get`=4 | high |
| `src.app_controller._on_comms_entry` | `field_by_field` | `local_ts`=1, `_offload_entry_payload`=1, `get`=7, `ui_auto_add_history`=3, `_pending_comms_lock`=1, `session_usage`=5, `_pending_history_adds_lock`=4, `_token_history`=1, `_pending_comms`=1, `_pending_history_adds`=4 | high |
| `src.ai_client._trim_minimax_history` | `whole_struct` | `pop`=4 | high |
| `src.aggregate.build_tier3_context` | `whole_struct` | | low |
| `src.ai_client.ollama_chat` | `whole_struct` | | low |
| `src.project_manager.flat_config` | `whole_struct` | `get`=7 | high |
| `src.ai_client._repair_minimax_history` | `whole_struct` | `append`=1 | high |
| `src.ai_client._estimate_message_tokens` | `mixed` | `_est_tokens`=1, `get`=2 | high |
| `src.ai_client._strip_private_keys` | `whole_struct` | | low |
| `src.aggregate._build_files_section_from_items` | `whole_struct` | | low |
| `src.models._save_config_to_disk` | `whole_struct` | | low |
| `src.ai_client._repair_deepseek_history` | `whole_struct` | `append`=1 | high |
| `src.ai_client._pre_dispatch` | `whole_struct` | | low |
| `src.app_controller._start_track_logic` | `mixed` | `_start_track_logic_result`=1, `ai_status`=1 | high |
| `src.ai_client._estimate_prompt_tokens` | `whole_struct` | | low |
| `src.project_manager.save_project` | `mixed` | `discussion`=2, `files`=3 | high |
| `src.ai_client._repair_anthropic_history` | `whole_struct` | `append`=1 | high |
| `src.project_manager.migrate_from_legacy_config` | `whole_struct` | `get`=2 | high |
| `src.aggregate.run` | `field_by_field` | `output`=1, `files`=2, `get`=7 | high |
| `src.app_controller._refresh_api_metrics` | `field_by_field` | `latency`=1, `_recalculate_session_usage`=1, `_token_stats`=1, `get`=2, `_gemini_cache_text`=1, `vendor_quota`=1, `last_error`=1, `error`=2, `_update_cached_stats`=1, `session_usage`=2 (+1 more) | high |
| `src.project_manager.format_discussion` | `whole_struct` | | low |
| `src.aggregate.build_markdown_from_items` | `whole_struct` | | low |
| `src.aggregate.build_markdown_no_history` | `whole_struct` | | low |
| `src.app_controller._offload_entry_payload` | `whole_struct` | | low |
| `src.ai_client._add_bleed_derived` | `field_by_field` | `estimated_prompt_tokens`=1, `max_prompt_tokens`=1, `utilization_pct`=1, `headroom`=1, `would_trim`=1, `sys_tokens`=1, `tool_tokens`=1, `history_tokens`=1, `get`=3 | high |
| `src.ai_client._trim_anthropic_history` | `whole_struct` | `pop`=5 | high |
| `src.ai_client._execute_single_tool_call_async` | `mixed` | `get`=2, `items`=1 | high |
| `src.ai_client._dashscope_call` | `whole_struct` | | low |
| `src.ai_client._invalidate_token_estimate` | `whole_struct` | `pop`=1 | high |
| `src.ai_client._strip_stale_file_refreshes` | `whole_struct` | | low |
| `src.ai_client._strip_cache_controls` | `whole_struct` | | low |
| `src.ai_client._append_comms` | `whole_struct` | | low |
### Frequency evidence
| function | frequency | source | note |
|---|---|---|---|
| `src.api_hook_client.get_gui_diagnostics` | `per_turn` | `static_analysis` | producer from src\api_hook_client.py |
| `src.app_controller.get_gui_state` | `per_turn` | `static_analysis` | producer from src\app_controller.py |
| `src.app_controller._api_get_api_project` | `per_turn` | `static_analysis` | producer from src\app_controller.py |
| `src.api_hook_client.get_node_status` | `per_turn` | `static_analysis` | producer from src\api_hook_client.py |
| `src.api_hook_client.post_session` | `per_turn` | `static_analysis` | producer from src\api_hook_client.py |
@@ -2,119 +2,119 @@ Metadata: Metadata
|- kind: typealias
|- memory_dim: discussion
|- producers: [77]
| |- src.api_hook_client.wait_for_project_switch (producer)
| |- src.ai_client._send_cli_round_result (producer)
| |- src.app_controller.get_session_insights (producer)
| |- src.app_controller._api_get_api_project (producer)
| |- src.project_manager.load_project (producer)
| |- src.app_controller.token_stats (producer)
| |- src.api_hook_client.select_tab (producer)
| |- src.app_controller._api_status (producer)
| |- src.project_manager.migrate_from_legacy_config (producer)
| |- src.api_hook_client.get_status (producer)
| |- src.app_controller._api_get_performance (producer)
| |- src.api_hook_client.set_value (producer)
| |- src.app_controller._api_get_gui_state (producer)
| |- src.api_hook_client.get_gui_diagnostics (producer)
| |- src.app_controller.get_gui_state (producer)
| |- src.app_controller._api_token_stats (producer)
| |- src.api_hook_client.get_warmup_status (producer)
| |- src.api_hook_client.get_context_state (producer)
| |- src.api_hook_client.get_gui_state (producer)
| |- src.api_hook_client.select_list_item (producer)
| |- src.app_controller.wait (producer)
| |- src.app_controller.get_mma_status (producer)
| |- src.models.to_dict (producer)
| |- src.api_hook_client.get_gui_health (producer)
| |- src.api_hook_client.get_performance (producer)
| |- src.app_controller._api_get_context (producer)
| |- src.app_controller.get_context (producer)
| |- src.app_controller.get_api_session (producer)
| |- src.api_hook_client.post_session (producer)
| |- src.app_controller._api_get_api_project (producer)
| |- src.api_hook_client.get_node_status (producer)
| |- src.models._load_config_from_disk (producer)
| |- src.api_hook_client.post_session (producer)
| |- src.api_hook_client.get_financial_metrics (producer)
| |- src.api_hook_client.get_patch_status (producer)
| |- src.app_controller._offload_entry_payload (producer)
| |- src.ai_client._send_cli_round_result (producer)
| |- src.api_hook_client.get_startup_timeline (producer)
| |- src.api_hook_client.get_project (producer)
| |- src.app_controller.get_session_insights (producer)
| |- src.app_controller.generate (producer)
| |- src.ai_client.get_token_stats (producer)
| |- src.api_hook_client.drag (producer)
| |- src.project_manager.flat_config (producer)
| |- src.app_controller.get_api_session (producer)
| |- src.app_controller.get_mma_status (producer)
| |- src.project_manager.load_project (producer)
| |- src.api_hook_client.apply_patch (producer)
| |- src.api_hook_client.get_context_state (producer)
| |- src.api_hook_client.get_status (producer)
| |- src.project_manager.str_to_entry (producer)
| |- src.project_manager.migrate_from_legacy_config (producer)
| |- src.api_hook_client.post_project (producer)
| |- src.app_controller._api_token_stats (producer)
| |- src.app_controller.token_stats (producer)
| |- src.app_controller.status (producer)
| |- src.api_hook_client.get_system_telemetry (producer)
| |- src.api_hook_client.push_event (producer)
| |- src.api_hook_client.get_gui_state (producer)
| |- src.app_controller._api_get_diagnostics (producer)
| |- src.app_controller._api_get_api_session (producer)
| |- src.api_hook_client.get_io_pool_status (producer)
| |- src.app_controller.get_performance (producer)
| |- src.api_hook_client.get_project_switch_status (producer)
| |- src.models.to_dict (producer)
| |- src.app_controller.get_api_project (producer)
| |- src.app_controller._api_get_session (producer)
| |- src.app_controller.get_context (producer)
| |- src.api_hook_client.click (producer)
| |- src.api_hook_client.get_mma_workers (producer)
| |- src.ai_client._load_credentials (producer)
| |- src.api_hook_client.trigger_patch (producer)
| |- src.api_hook_client.select_list_item (producer)
| |- src.project_manager.load_history (producer)
| |- src.api_hook_client.select_tab (producer)
| |- src.api_hook_client.reject_patch (producer)
| |- src.app_controller._api_generate (producer)
| |- src.ai_client._dashscope_call (producer)
| |- src.ai_client._add_bleed_derived (producer)
| |- src.api_hook_client.get_startup_timeline (producer)
| |- src.project_manager.default_discussion (producer)
| |- src.api_hook_client.get_project_switch_status (producer)
| |- src.api_hook_client.get_patch_status (producer)
| |- src.api_hook_client.apply_patch (producer)
| |- src.api_hook_client.get_project (producer)
| |- src.api_hook_client.right_click (producer)
| |- src.api_hook_client.push_event (producer)
| |- src.api_hook_client.post_gui (producer)
| |- src.api_hook_client.click (producer)
| |- src.project_manager.flat_config (producer)
| |- src.app_controller.get_api_project (producer)
| |- src.app_controller.get_diagnostics (producer)
| |- src.api_hook_client.get_financial_metrics (producer)
| |- src.api_hook_client.get_io_pool_status (producer)
| |- src.app_controller._api_get_api_session (producer)
| |- src.api_hook_client.get_warmup_wait (producer)
| |- src.ai_client._parse_tool_args_result (producer)
| |- src.ai_client.get_gemini_cache_stats (producer)
| |- src.app_controller.get_session (producer)
| |- src.ai_client._content_block_to_dict (producer)
| |- src.app_controller.load_config (producer)
| |- src.ai_client._load_credentials (producer)
| |- src.api_hook_client.drag (producer)
| |- src.api_hook_client.post_project (producer)
| |- src.app_controller._api_get_diagnostics (producer)
| |- src.ai_client.ollama_chat (producer)
| |- src.api_hook_client.get_mma_status (producer)
| |- src.api_hook_client.get_mma_workers (producer)
| |- src.api_hook_client.get_system_telemetry (producer)
| |- src.project_manager.load_history (producer)
| |- src.api_hook_client.get_gui_diagnostics (producer)
| |- src.api_hook_client.get_session (producer)
| |- src.app_controller.get_performance (producer)
| |- src.app_controller.status (producer)
| |- src.app_controller._api_get_mma_status (producer)
| |- src.ai_client.get_token_stats (producer)
| |- src.app_controller.generate (producer)
| |- src.ai_client.get_gemini_cache_stats (producer)
| |- src.project_manager.default_project (producer)
| |- src.app_controller._api_get_session (producer)
| |- src.app_controller._offload_entry_payload (producer)
| |- src.api_hook_client.trigger_patch (producer)
| |- src.project_manager.str_to_entry (producer)
| |- src.app_controller.wait (producer)
| |- src.app_controller._api_status (producer)
| |- src.app_controller._api_get_mma_status (producer)
| |- src.ai_client.ollama_chat (producer)
| |- src.api_hook_client.wait_for_project_switch (producer)
| |- src.ai_client._parse_tool_args_result (producer)
| |- src.api_hook_client.get_mma_status (producer)
| |- src.app_controller._api_get_context (producer)
| |- src.api_hook_client.get_gui_health (producer)
| |- src.models._load_config_from_disk (producer)
| |- src.api_hook_client.get_session (producer)
| |- src.app_controller.get_session (producer)
| |- src.app_controller._api_get_performance (producer)
| |- src.api_hook_client.post_gui (producer)
| |- src.ai_client._content_block_to_dict (producer)
| |- src.api_hook_client.right_click (producer)
| |- src.app_controller._api_get_gui_state (producer)
| |- src.api_hook_client.get_performance (producer)
| |- src.api_hook_client.get_warmup_wait (producer)
| |- src.ai_client._add_bleed_derived (producer)
| |- src.api_hook_client.set_value (producer)
| |- src.app_controller.get_diagnostics (producer)
| |- src.project_manager.default_discussion (producer)
| |- src.ai_client._dashscope_call (producer)
| |- src.api_hook_client.get_warmup_status (producer)
|- consumers: [35]
| |- src.app_controller._offload_entry_payload (consumer)
| |- src.aggregate.build_markdown_no_history (consumer)
| |- src.app_controller._start_track_logic (consumer)
| |- src.ai_client._strip_stale_file_refreshes (consumer)
| |- src.project_manager.format_discussion (consumer)
| |- src.ai_client._trim_anthropic_history (consumer)
| |- src.project_manager.save_project (consumer)
| |- src.ai_client._trim_minimax_history (consumer)
| |- src.ai_client._estimate_prompt_tokens (consumer)
| |- src.ai_client.ollama_chat (consumer)
| |- src.project_manager.flat_config (consumer)
| |- src.app_controller._on_comms_entry (consumer)
| |- src.ai_client._add_history_cache_breakpoint (consumer)
| |- src.models.from_dict (consumer)
| |- src.app_controller._start_track_logic_result (consumer)
| |- src.project_manager.entry_to_str (consumer)
| |- src.app_controller._on_comms_entry (consumer)
| |- src.ai_client._trim_minimax_history (consumer)
| |- src.aggregate.build_tier3_context (consumer)
| |- src.ai_client.ollama_chat (consumer)
| |- src.project_manager.flat_config (consumer)
| |- src.ai_client._repair_minimax_history (consumer)
| |- src.ai_client._estimate_message_tokens (consumer)
| |- src.ai_client._strip_private_keys (consumer)
| |- src.aggregate._build_files_section_from_items (consumer)
| |- src.ai_client._dashscope_call (consumer)
| |- src.ai_client._repair_deepseek_history (consumer)
| |- src.ai_client._add_bleed_derived (consumer)
| |- src.ai_client._add_history_cache_breakpoint (consumer)
| |- src.project_manager.migrate_from_legacy_config (consumer)
| |- src.ai_client._invalidate_token_estimate (consumer)
| |- src.project_manager.entry_to_str (consumer)
| |- src.ai_client._strip_cache_controls (consumer)
| |- src.ai_client._repair_minimax_history (consumer)
| |- src.ai_client._append_comms (consumer)
| |- src.aggregate.build_tier3_context (consumer)
| |- src.aggregate.build_markdown_from_items (consumer)
| |- src.ai_client._pre_dispatch (consumer)
| |- src.aggregate.run (consumer)
| |- src.models._save_config_to_disk (consumer)
| |- src.ai_client._repair_deepseek_history (consumer)
| |- src.ai_client._pre_dispatch (consumer)
| |- src.app_controller._start_track_logic (consumer)
| |- src.ai_client._estimate_prompt_tokens (consumer)
| |- src.project_manager.save_project (consumer)
| |- src.ai_client._repair_anthropic_history (consumer)
| |- src.ai_client._estimate_message_tokens (consumer)
| |- src.project_manager.migrate_from_legacy_config (consumer)
| |- src.aggregate.run (consumer)
| |- src.app_controller._refresh_api_metrics (consumer)
| |- src.project_manager.format_discussion (consumer)
| |- src.aggregate.build_markdown_from_items (consumer)
| |- src.aggregate.build_markdown_no_history (consumer)
| |- src.app_controller._offload_entry_payload (consumer)
| |- src.ai_client._add_bleed_derived (consumer)
| |- src.ai_client._trim_anthropic_history (consumer)
| |- src.ai_client._execute_single_tool_call_async (consumer)
| |- src.ai_client._dashscope_call (consumer)
| |- src.ai_client._invalidate_token_estimate (consumer)
| |- src.ai_client._strip_stale_file_refreshes (consumer)
| |- src.ai_client._strip_cache_controls (consumer)
| |- src.ai_client._append_comms (consumer)
|- access_pattern: whole_struct
|- frequency: per_turn
|- result_coverage: 77 producers, 35 consumers
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): unknown
- Decomposition direction: insufficient_data
- Struct field count (estimated): 0
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:**
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:**
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 0 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 0 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** candidate aggregate; would be detected after any_type_componentization_20260621 merges
**Struct field count (estimated):** 0
**Struct frozen:** False
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
candidate aggregate; would be detected after any_type_componentization_20260621 merges
candidate aggregate; would be detected after any_type_componentization_20260621 merges
## Evidence appendix
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** Result: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
Result: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
Result: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -8,42 +8,108 @@
- Producers: 1
- Consumers: 1
- Distinct producer fqnames: 1
- Distinct consumer fqnames: 1
- Access pattern (aggregate): whole_struct
- Frequency (aggregate): per_turn
- Decomposition direction: hold
- Struct field count (estimated): 5
## Producers (1)
### `src\openai_compatible.py` (1 producer)
- `src.openai_compatible._to_typed_tool_call` (line 0)
## Consumers (1)
### `src\openai_compatible.py` (1 consumer)
- `src.openai_compatible._to_dict_tool_call` (line 0)
## Field access matrix
| consumer | to_dict |
|---|---|
| `_to_dict_tool_call` | 1 |
## Access pattern
**Dominant pattern:** whole_struct
**Evidence count:** 1
**Per-function pattern distribution:**
- `whole_struct`: 1 functions (100%)
## Frequency
**Dominant frequency:** per_turn
**Evidence count:** 1
**Per-function frequency distribution:**
- `per_turn`: 1 functions
## Result coverage
**Summary:** 1 producers, 1 consumers
| metric | value |
|---|---|
| total producers | 1 |
| result producers | 1 |
| total consumers | 1 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 1 sites; 0 typed (0%); 1 untyped (100%)
| metric | value |
|---|---|
| total field-access sites | 1 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 1 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 70 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 70 us/turn
**Recommended direction:** hold
**Rationale:** ToolCall: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
| field | access count | access pattern |
|---|---|---|
| `to_dict` | 1 | used |
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
ToolCall: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
ToolCall: access_pattern=whole_struct, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: hold because the current shape matches the access pattern.
## Evidence appendix
### Access pattern evidence
| function | pattern | field_accesses | confidence |
|---|---|---|---|
| `src.openai_compatible._to_dict_tool_call` | `whole_struct` | `to_dict`=1 | high |
### Frequency evidence
| function | frequency | source | note |
|---|---|---|---|
| `src.openai_compatible._to_typed_tool_call` | `per_turn` | `static_analysis` | producer from src\openai_compatible.py |
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): per_turn
- Decomposition direction: insufficient_data
- Struct field count (estimated): 5
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:** 0 producers, 0 consumers
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:** 0 sites
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 470 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 470 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** ToolDefinition: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
**Struct field count (estimated):** 5
**Struct frozen:** True
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
ToolDefinition: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
ToolDefinition: access_pattern=mixed, frequency=per_turn, struct_field_count=5, struct_frozen=True. Recommended: insufficient_data because runtime profiling is needed to determine the dominant pattern.
## Evidence appendix
@@ -8,6 +8,24 @@
- Producers: 0
- Consumers: 0
- Distinct producer fqnames: 0
- Distinct consumer fqnames: 0
- Access pattern (aggregate): mixed
- Frequency (aggregate): unknown
- Decomposition direction: insufficient_data
- Struct field count (estimated): 0
## Producers (0)
_(none)_
## Consumers (0)
_(none)_
## Field access matrix
_(no field accesses detected)_
## Access pattern
@@ -23,27 +41,47 @@
**Summary:**
| metric | value |
|---|---|
| total producers | 0 |
| result producers | 0 |
| total consumers | 0 |
| result consumers | 0 |
## Type alias coverage
**Summary:**
| metric | value |
|---|---|
| total field-access sites | 0 |
| typed sites (canonical field) | 0 |
| untyped sites (wildcard) | 0 |
## Cross-audit findings
| Audit script | Site count | Example | Note |
|---|---|---|---|
_(no cross-audit findings mapped to this aggregate)_
## Decomposition cost
**Current cost estimate:** 0 us
**Componentize savings:** 0 us
**Unify savings:** 0 us
**Current cost estimate:** 0 us/turn
**Componentize savings:** 0 us/turn
**Unify savings:** 0 us/turn
**Recommended direction:** insufficient_data
**Rationale:** candidate aggregate; would be detected after any_type_componentization_20260621 merges
**Struct field count (estimated):** 0
**Struct frozen:** False
## Struct shape (inferred from producer returns)
_(no producers; cannot infer shape)_
## Optimization candidates
_(none)_
_(no optimization candidates generated)_
## Verdict
candidate aggregate; would be detected after any_type_componentization_20260621 merges
candidate aggregate; would be detected after any_type_componentization_20260621 merges
## Evidence appendix
@@ -0,0 +1,166 @@
# Call Graph Rollup
Functions that are producers or consumers of each aggregate, grouped by file.
## Metadata (77 producers + 35 consumers)
| role | fqname | file |
|---|---|---|
| producer | `src.api_hook_client.get_gui_diagnostics` | `src\api_hook_client.py` |
| producer | `src.app_controller.get_gui_state` | `src\app_controller.py` |
| producer | `src.app_controller._api_get_api_project` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_node_status` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.post_session` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_financial_metrics` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_patch_status` | `src\api_hook_client.py` |
| producer | `src.app_controller._offload_entry_payload` | `src\app_controller.py` |
| producer | `src.ai_client._send_cli_round_result` | `src\ai_client.py` |
| producer | `src.api_hook_client.get_startup_timeline` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_project` | `src\api_hook_client.py` |
| producer | `src.app_controller.get_session_insights` | `src\app_controller.py` |
| producer | `src.app_controller.generate` | `src\app_controller.py` |
| producer | `src.ai_client.get_token_stats` | `src\ai_client.py` |
| producer | `src.api_hook_client.drag` | `src\api_hook_client.py` |
| producer | `src.project_manager.flat_config` | `src\project_manager.py` |
| producer | `src.app_controller.get_api_session` | `src\app_controller.py` |
| producer | `src.app_controller.get_mma_status` | `src\app_controller.py` |
| producer | `src.project_manager.load_project` | `src\project_manager.py` |
| producer | `src.api_hook_client.apply_patch` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_context_state` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_status` | `src\api_hook_client.py` |
| producer | `src.project_manager.str_to_entry` | `src\project_manager.py` |
| producer | `src.project_manager.migrate_from_legacy_config` | `src\project_manager.py` |
| producer | `src.api_hook_client.post_project` | `src\api_hook_client.py` |
| producer | `src.app_controller._api_token_stats` | `src\app_controller.py` |
| producer | `src.app_controller.token_stats` | `src\app_controller.py` |
| producer | `src.app_controller.status` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_system_telemetry` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.push_event` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_gui_state` | `src\api_hook_client.py` |
| producer | `src.app_controller._api_get_diagnostics` | `src\app_controller.py` |
| producer | `src.app_controller._api_get_api_session` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_io_pool_status` | `src\api_hook_client.py` |
| producer | `src.app_controller.get_performance` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_project_switch_status` | `src\api_hook_client.py` |
| producer | `src.models.to_dict` | `src\models.py` |
| producer | `src.app_controller.get_api_project` | `src\app_controller.py` |
| producer | `src.app_controller._api_get_session` | `src\app_controller.py` |
| producer | `src.app_controller.get_context` | `src\app_controller.py` |
| producer | `src.api_hook_client.click` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_mma_workers` | `src\api_hook_client.py` |
| producer | `src.ai_client._load_credentials` | `src\ai_client.py` |
| producer | `src.api_hook_client.trigger_patch` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.select_list_item` | `src\api_hook_client.py` |
| producer | `src.project_manager.load_history` | `src\project_manager.py` |
| producer | `src.api_hook_client.select_tab` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.reject_patch` | `src\api_hook_client.py` |
| producer | `src.app_controller._api_generate` | `src\app_controller.py` |
| producer | `src.app_controller.load_config` | `src\app_controller.py` |
| producer | `src.ai_client.get_gemini_cache_stats` | `src\ai_client.py` |
| producer | `src.project_manager.default_project` | `src\project_manager.py` |
| producer | `src.app_controller.wait` | `src\app_controller.py` |
| producer | `src.app_controller._api_status` | `src\app_controller.py` |
| producer | `src.app_controller._api_get_mma_status` | `src\app_controller.py` |
| producer | `src.ai_client.ollama_chat` | `src\ai_client.py` |
| producer | `src.api_hook_client.wait_for_project_switch` | `src\api_hook_client.py` |
| producer | `src.ai_client._parse_tool_args_result` | `src\ai_client.py` |
| producer | `src.api_hook_client.get_mma_status` | `src\api_hook_client.py` |
| producer | `src.app_controller._api_get_context` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_gui_health` | `src\api_hook_client.py` |
| producer | `src.models._load_config_from_disk` | `src\models.py` |
| producer | `src.api_hook_client.get_session` | `src\api_hook_client.py` |
| producer | `src.app_controller.get_session` | `src\app_controller.py` |
| producer | `src.app_controller._api_get_performance` | `src\app_controller.py` |
| producer | `src.api_hook_client.post_gui` | `src\api_hook_client.py` |
| producer | `src.ai_client._content_block_to_dict` | `src\ai_client.py` |
| producer | `src.api_hook_client.right_click` | `src\api_hook_client.py` |
| producer | `src.app_controller._api_get_gui_state` | `src\app_controller.py` |
| producer | `src.api_hook_client.get_performance` | `src\api_hook_client.py` |
| producer | `src.api_hook_client.get_warmup_wait` | `src\api_hook_client.py` |
| producer | `src.ai_client._add_bleed_derived` | `src\ai_client.py` |
| producer | `src.api_hook_client.set_value` | `src\api_hook_client.py` |
| producer | `src.app_controller.get_diagnostics` | `src\app_controller.py` |
| producer | `src.project_manager.default_discussion` | `src\project_manager.py` |
| producer | `src.ai_client._dashscope_call` | `src\ai_client.py` |
| producer | `src.api_hook_client.get_warmup_status` | `src\api_hook_client.py` |
| consumer | `src.ai_client._add_history_cache_breakpoint` | `src\ai_client.py` |
| consumer | `src.models.from_dict` | `src\models.py` |
| consumer | `src.app_controller._start_track_logic_result` | `src\app_controller.py` |
| consumer | `src.project_manager.entry_to_str` | `src\project_manager.py` |
| consumer | `src.app_controller._on_comms_entry` | `src\app_controller.py` |
| consumer | `src.ai_client._trim_minimax_history` | `src\ai_client.py` |
| consumer | `src.aggregate.build_tier3_context` | `src\aggregate.py` |
| consumer | `src.ai_client.ollama_chat` | `src\ai_client.py` |
| consumer | `src.project_manager.flat_config` | `src\project_manager.py` |
| consumer | `src.ai_client._repair_minimax_history` | `src\ai_client.py` |
| consumer | `src.ai_client._estimate_message_tokens` | `src\ai_client.py` |
| consumer | `src.ai_client._strip_private_keys` | `src\ai_client.py` |
| consumer | `src.aggregate._build_files_section_from_items` | `src\aggregate.py` |
| consumer | `src.models._save_config_to_disk` | `src\models.py` |
| consumer | `src.ai_client._repair_deepseek_history` | `src\ai_client.py` |
| consumer | `src.ai_client._pre_dispatch` | `src\ai_client.py` |
| consumer | `src.app_controller._start_track_logic` | `src\app_controller.py` |
| consumer | `src.ai_client._estimate_prompt_tokens` | `src\ai_client.py` |
| consumer | `src.project_manager.save_project` | `src\project_manager.py` |
| consumer | `src.ai_client._repair_anthropic_history` | `src\ai_client.py` |
| consumer | `src.project_manager.migrate_from_legacy_config` | `src\project_manager.py` |
| consumer | `src.aggregate.run` | `src\aggregate.py` |
| consumer | `src.app_controller._refresh_api_metrics` | `src\app_controller.py` |
| consumer | `src.project_manager.format_discussion` | `src\project_manager.py` |
| consumer | `src.aggregate.build_markdown_from_items` | `src\aggregate.py` |
| consumer | `src.aggregate.build_markdown_no_history` | `src\aggregate.py` |
| consumer | `src.app_controller._offload_entry_payload` | `src\app_controller.py` |
| consumer | `src.ai_client._add_bleed_derived` | `src\ai_client.py` |
| consumer | `src.ai_client._trim_anthropic_history` | `src\ai_client.py` |
| consumer | `src.ai_client._execute_single_tool_call_async` | `src\ai_client.py` |
| consumer | `src.ai_client._dashscope_call` | `src\ai_client.py` |
| consumer | `src.ai_client._invalidate_token_estimate` | `src\ai_client.py` |
| consumer | `src.ai_client._strip_stale_file_refreshes` | `src\ai_client.py` |
| consumer | `src.ai_client._strip_cache_controls` | `src\ai_client.py` |
| consumer | `src.ai_client._append_comms` | `src\ai_client.py` |
## FileItem (0 producers + 0 consumers)
_(no producers or consumers)_
## FileItems (0 producers + 3 consumers)
| role | fqname | file |
|---|---|---|
| consumer | `src.ai_client._build_file_diff_text` | `src\ai_client.py` |
| consumer | `src.ai_client._reread_file_items_result` | `src\ai_client.py` |
| consumer | `src.ai_client._build_file_context_text` | `src\ai_client.py` |
## CommsLogEntry (0 producers + 0 consumers)
_(no producers or consumers)_
## CommsLog (0 producers + 0 consumers)
_(no producers or consumers)_
## HistoryMessage (0 producers + 2 consumers)
| role | fqname | file |
|---|---|---|
| consumer | `src.provider_state.replace_all` | `src\provider_state.py` |
| consumer | `src.provider_state.append` | `src\provider_state.py` |
## History (0 producers + 0 consumers)
_(no producers or consumers)_
## ToolDefinition (0 producers + 0 consumers)
_(no producers or consumers)_
## ToolCall (1 producers + 1 consumers)
| role | fqname | file |
|---|---|---|
| producer | `src.openai_compatible._to_typed_tool_call` | `src\openai_compatible.py` |
| consumer | `src.openai_compatible._to_dict_tool_call` | `src\openai_compatible.py` |
## Result (0 producers + 0 consumers)
_(no producers or consumers)_
@@ -0,0 +1,19 @@
# Field Usage Rollup
Cross-aggregate analysis of which fields are accessed how often across the codebase.
| aggregate | field | total accesses |
|---|---|---|
| `HistoryMessage` | `lock` | 2 |
| `HistoryMessage` | `messages` | 2 |
| `Metadata` | `get` | 39 |
| `Metadata` | `pop` | 10 |
| `Metadata` | `session_usage` | 7 |
| `Metadata` | `ai_status` | 5 |
| `Metadata` | `files` | 5 |
| `Metadata` | `_pending_history_adds_lock` | 4 |
| `Metadata` | `_pending_history_adds` | 4 |
| `Metadata` | `ui_auto_add_history` | 3 |
| `Metadata` | `append` | 3 |
| `Metadata` | `_pending_gui_tasks_lock` | 2 |
| `ToolCall` | `to_dict` | 1 |