Llm

171 symbols | 30 files | Cohesion: 67%

When to Use

• Working on llm-related functionality in TTA.dev
• Modifying execute
• Navigating ttadev/primitives/llm/hardware_detector.py, ttadev/primitives/llm/ollama_primitive.py

Key Files

File	Symbols
tests/primitives/llm/test_model_router.py	_make_router, _ctx, test_raises_value_error_for_unknown_mode, test_error_message_lists_available_modes, test_calls_ollama_and_returns_response (+27)
tests/primitives/llm/test_task_selector.py	test_known_coding_model_scores_above_zero, test_returns_float_between_0_and_1, test_gemini_flash_scores_for_coding, test_unknown_model_with_large_params_scores_above_tiny, test_completely_unknown_model_gets_minimal_score (+11)
ttadev/primitives/llm/hardware_detector.py	max_params_b, summary, to_dict, detect, filter_ollama_models (+10)
ttadev/primitives/llm/ollama_primitive.py	_get_client, _list_models, _running_models, _show_model, _pull_model (+6)
tests/primitives/llm/test_hardware_detector.py	test_detect_cached, test_detect_force_re_reads, _profile, test_can_run_small_model_on_4gb_gpu, test_cannot_run_70b_on_4gb_gpu_limited_ram (+5)
ttadev/primitives/llm/provider_dispatch.py	build_openai_tool_kwargs, call_openai_compat, call_openai, call_openrouter, call_xai (+4)
tests/primitives/llm/test_model_advisor.py	test_recommend_tier_threshold_met_returns_valid_model, test_recommend_tier_ollama_preferred_when_score_meets_threshold, _make_tier_map, test_recommend_tier_returns_tier_recommendation, test_recommend_tier_no_threshold_met_returns_best_available (+4)
ttadev/primitives/llm/model_registry.py	_list, _has_benchmark, _select, _key, _get (+3)
ttadev/primitives/llm/task_selector.py	general, _extract_param_size_b, score_model_for_task, sort_key, coding (+2)
tests/primitives/llm/test_free_model_tracker.py	_make_httpx_response, test_returns_only_free_models, test_passes_api_key_as_auth_header, test_no_api_key_sends_no_auth_header, test_handles_null_pricing_gracefully (+2)

Entry Points

Start here when exploring this area:

• execute (Function) — ttadev/primitives/llm/model_router.py:351
• test_raises_value_error_for_unknown_mode (Function) — tests/primitives/llm/test_model_router.py:164
• test_error_message_lists_available_modes (Function) — tests/primitives/llm/test_model_router.py:173
• test_calls_ollama_and_returns_response (Function) — tests/primitives/llm/test_model_router.py:187
• test_ollama_tier_without_model_raises (Function) — tests/primitives/llm/test_model_router.py:210

Key Symbols

Symbol	Type	File	Line
execute	Function	ttadev/primitives/llm/model_router.py	351
test_raises_value_error_for_unknown_mode	Function	tests/primitives/llm/test_model_router.py	164
test_error_message_lists_available_modes	Function	tests/primitives/llm/test_model_router.py	173
test_calls_ollama_and_returns_response	Function	tests/primitives/llm/test_model_router.py	187
test_ollama_tier_without_model_raises	Function	tests/primitives/llm/test_model_router.py	210
test_calls_openrouter_with_pinned_model	Function	tests/primitives/llm/test_model_router.py	224
test_openrouter_without_model_uses_tracker	Function	tests/primitives/llm/test_model_router.py	247
test_auto_uses_tracker_to_pick_model	Function	tests/primitives/llm/test_model_router.py	280
test_falls_through_to_next_tier_on_failure	Function	tests/primitives/llm/test_model_router.py	313
test_raises_runtime_error_when_all_tiers_fail	Function	tests/primitives/llm/test_model_router.py	356
test_raises_runtime_error_when_no_tiers	Function	tests/primitives/llm/test_model_router.py	378
test_override_skips_to_specified_tier	Function	tests/primitives/llm/test_model_router.py	392
test_override_out_of_range_raises_value_error	Function	tests/primitives/llm/test_model_router.py	413
test_unknown_provider_raises_runtime_error	Function	tests/primitives/llm/test_model_router.py	427
test_calls_groq_with_pinned_model	Function	tests/primitives/llm/test_model_router.py	455
test_groq_defaults_to_first_free_model_when_no_model	Function	tests/primitives/llm/test_model_router.py	482
test_calls_together_with_pinned_model	Function	tests/primitives/llm/test_model_router.py	514
test_together_without_model_raises	Function	tests/primitives/llm/test_model_router.py	543
test_bare_model_id_gets_models_prefix	Function	tests/primitives/llm/test_model_router.py	589
test_model_with_prefix_is_not_double_prefixed	Function	tests/primitives/llm/test_model_router.py	614

Execution Flows

Flow	Type	Steps
Main → _build_messages	cross_community	7
Main → Resolve_model_id	cross_community	7
Handle_model_command → Rank_models_for_task	cross_community	6
Handle_model_command → _classify_entry	cross_community	6
Get_ranked_openhands_free_models → Resolve_model_id	cross_community	6
Llm_hardware_profile → _run	cross_community	6
Llm_viable_ollama_models → _run	cross_community	6
Test_router_ollama_skip_small → _build_messages	cross_community	6
Test_router_ollama_allow_large → _build_messages	cross_community	6
Main → _build_kwargs	cross_community	4

Connected Areas

Area	Connections
Unit	18 calls
Tests	1 calls
Integration	1 calls
Model_advisor	1 calls
Cli	1 calls
Control_plane	1 calls

How to Explore

1. gitnexus_context({name: "execute"}) — see callers and callees
2. gitnexus_query({query: "llm"}) — find related execution flows
3. Read key files listed above for implementation details