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44
llama_stack/templates/cerebras/report.md
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llama_stack/templates/cerebras/report.md
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# Report for cerebras distribution
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## Supported Models:
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| Model Descriptor | cerebras |
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|:---|:---|
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| meta-llama/Llama-3-8B-Instruct | ❌ |
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| meta-llama/Llama-3-70B-Instruct | ❌ |
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| meta-llama/Llama-3.1-8B-Instruct | ✅ |
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| meta-llama/Llama-3.1-70B-Instruct | ❌ |
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| meta-llama/Llama-3.1-405B-Instruct-FP8 | ❌ |
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| meta-llama/Llama-3.2-1B-Instruct | ❌ |
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| meta-llama/Llama-3.2-3B-Instruct | ❌ |
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| meta-llama/Llama-3.2-11B-Vision-Instruct | ❌ |
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| meta-llama/Llama-3.2-90B-Vision-Instruct | ❌ |
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| meta-llama/Llama-3.3-70B-Instruct | ✅ |
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| meta-llama/Llama-Guard-3-11B-Vision | ❌ |
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| meta-llama/Llama-Guard-3-1B | ❌ |
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| meta-llama/Llama-Guard-3-8B | ❌ |
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| meta-llama/Llama-Guard-2-8B | ❌ |
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## Inference:
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| Model | API | Capability | Test | Status |
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|:----- |:-----|:-----|:-----|:-----|
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ❌ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ❌ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ❌ |
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## Vector_io:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| retrieve | | test_vector_db_retrieve | ✅ |
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## Agents:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| create_agent_turn | rag | test_rag_agent | ✅ |
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| create_agent_turn | custom_tool | test_custom_tool | ✅ |
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| create_agent_turn | code_execution | test_code_interpreter_for_attachments | ✅ |
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@ -21,25 +21,24 @@
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## Inference:
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| Model | API | Capability | Test | Status |
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|:----- |:-----|:-----|:-----|:-----|
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| Text | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Vision | /chat_completion | streaming | test_image_chat_completion_streaming | ✅ |
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| Vision | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ✅ |
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| Text | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Text | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Text | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Text | /completion | streaming | test_text_completion_streaming | ✅ |
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| Text | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Text | /completion | structured_output | test_text_completion_structured_output | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
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## Memory:
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## Vector_io:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| /insert, /query | inline | test_memory_bank_insert_inline_and_query | ✅ |
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| /insert, /query | url | test_memory_bank_insert_from_url_and_query | ✅ |
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| retrieve | | test_vector_db_retrieve | ✅ |
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## Agents:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| create_agent_turn | rag | test_rag_agent | ✅ |
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| create_agent_turn | custom_tool | test_custom_tool | ✅ |
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| create_agent_turn | code_execution | test_code_execution | ❌ |
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| create_agent_turn | code_execution | test_code_interpreter_for_attachments | ✅ |
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44
llama_stack/templates/ollama/report.md
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llama_stack/templates/ollama/report.md
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# Report for ollama distribution
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## Supported Models:
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| Model Descriptor | ollama |
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|:---|:---|
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| meta-llama/Llama-3-8B-Instruct | ❌ |
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| meta-llama/Llama-3-70B-Instruct | ❌ |
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| meta-llama/Llama-3.1-8B-Instruct | ✅ |
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| meta-llama/Llama-3.1-70B-Instruct | ❌ |
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| meta-llama/Llama-3.1-405B-Instruct-FP8 | ❌ |
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| meta-llama/Llama-3.2-1B-Instruct | ❌ |
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| meta-llama/Llama-3.2-3B-Instruct | ❌ |
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| meta-llama/Llama-3.2-11B-Vision-Instruct | ❌ |
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| meta-llama/Llama-3.2-90B-Vision-Instruct | ❌ |
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| meta-llama/Llama-3.3-70B-Instruct | ❌ |
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| meta-llama/Llama-Guard-3-11B-Vision | ❌ |
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| meta-llama/Llama-Guard-3-1B | ❌ |
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| meta-llama/Llama-Guard-3-8B | ❌ |
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| meta-llama/Llama-Guard-2-8B | ❌ |
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## Inference:
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| Model | API | Capability | Test | Status |
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|:----- |:-----|:-----|:-----|:-----|
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ❌ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ❌ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
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## Vector_io:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| retrieve | | test_vector_db_retrieve | ✅ |
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## Agents:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| create_agent_turn | rag | test_rag_agent | ✅ |
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| create_agent_turn | custom_tool | test_custom_tool | ❌ |
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| create_agent_turn | code_execution | test_code_interpreter_for_attachments | ✅ |
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45
llama_stack/templates/tgi/report.md
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llama_stack/templates/tgi/report.md
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# Report for tgi distribution
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## Supported Models:
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| Model Descriptor | tgi |
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|:---|:---|
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| Llama-3-8B-Instruct | ✅ |
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| Llama-3-70B-Instruct | ✅ |
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| Llama3.1-8B-Instruct | ✅ |
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| Llama3.1-70B-Instruct | ✅ |
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| Llama3.1-405B-Instruct | ✅ |
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| Llama3.2-1B-Instruct | ✅ |
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| Llama3.2-3B-Instruct | ✅ |
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| Llama3.2-11B-Vision-Instruct | ✅ |
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| Llama3.2-90B-Vision-Instruct | ✅ |
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| Llama3.3-70B-Instruct | ✅ |
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| Llama-Guard-3-11B-Vision | ✅ |
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| Llama-Guard-3-1B | ✅ |
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| Llama-Guard-3-8B | ✅ |
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| Llama-Guard-2-8B | ✅ |
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## Inference:
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| Model | API | Capability | Test | Status |
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|:----- |:-----|:-----|:-----|:-----|
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| Text | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Vision | /chat_completion | streaming | test_image_chat_completion_streaming | ⏭️ |
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| Vision | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ⏭️ |
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| Text | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Text | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Text | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Text | /completion | streaming | test_text_completion_streaming | ✅ |
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| Text | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Text | /completion | structured_output | test_text_completion_structured_output | ✅ |
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## Memory:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| /insert, /query | inline | test_memory_bank_insert_inline_and_query | ✅ |
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| /insert, /query | url | test_memory_bank_insert_from_url_and_query | ✅ |
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## Agents:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| create_agent_turn | rag | test_rag_agent | ✅ |
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| create_agent_turn | custom_tool | test_custom_tool | ❌ |
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| create_agent_turn | code_execution | test_code_execution | ✅ |
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44
llama_stack/templates/together/report.md
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llama_stack/templates/together/report.md
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# Report for together distribution
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## Supported Models:
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| Model Descriptor | together |
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|:---|:---|
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| meta-llama/Llama-3-8B-Instruct | ❌ |
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| meta-llama/Llama-3-70B-Instruct | ❌ |
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| meta-llama/Llama-3.1-8B-Instruct | ✅ |
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| meta-llama/Llama-3.1-70B-Instruct | ✅ |
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| meta-llama/Llama-3.1-405B-Instruct-FP8 | ✅ |
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| meta-llama/Llama-3.2-1B-Instruct | ❌ |
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| meta-llama/Llama-3.2-3B-Instruct | ✅ |
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| meta-llama/Llama-3.2-11B-Vision-Instruct | ✅ |
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| meta-llama/Llama-3.2-90B-Vision-Instruct | ✅ |
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| meta-llama/Llama-3.3-70B-Instruct | ✅ |
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| meta-llama/Llama-Guard-3-11B-Vision | ✅ |
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| meta-llama/Llama-Guard-3-1B | ❌ |
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| meta-llama/Llama-Guard-3-8B | ✅ |
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| meta-llama/Llama-Guard-2-8B | ❌ |
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## Inference:
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| Model | API | Capability | Test | Status |
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|:----- |:-----|:-----|:-----|:-----|
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_text_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | streaming | test_image_chat_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_image_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | non_streaming | test_text_chat_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /chat_completion | tool_calling | test_text_chat_completion_with_tool_calling_and_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | streaming | test_text_completion_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | non_streaming | test_text_completion_non_streaming | ✅ |
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| Llama-3.1-8B-Instruct | /completion | structured_output | test_text_completion_structured_output | ✅ |
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## Vector_io:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| retrieve | | test_vector_db_retrieve | ✅ |
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## Agents:
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| API | Capability | Test | Status |
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|:-----|:-----|:-----|:-----|
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| create_agent_turn | rag | test_rag_agent | ✅ |
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| create_agent_turn | custom_tool | test_custom_tool | ✅ |
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| create_agent_turn | code_execution | test_code_interpreter_for_attachments | ✅ |
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@ -4,6 +4,7 @@
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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from llama_stack.providers.datatypes import Api
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INFERENCE_API_CAPA_TEST_MAP = {
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"chat_completion": {
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},
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}
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MEMORY_API_TEST_MAP = {
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"/insert, /query": {
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"inline": ["test_memory_bank_insert_inline_and_query"],
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"url": ["test_memory_bank_insert_from_url_and_query"],
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VECTORIO_API_TEST_MAP = {
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"retrieve": {
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"": ["test_vector_db_retrieve"],
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}
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}
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@ -44,7 +44,7 @@ AGENTS_API_TEST_MAP = {
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API_MAPS = {
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"inference": INFERENCE_API_CAPA_TEST_MAP,
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"memory": MEMORY_API_TEST_MAP,
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"agents": AGENTS_API_TEST_MAP,
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Api.inference: INFERENCE_API_CAPA_TEST_MAP,
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Api.vector_io: VECTORIO_API_TEST_MAP,
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Api.agents: AGENTS_API_TEST_MAP,
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}
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@ -22,6 +22,7 @@ from llama_models.sku_list import (
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)
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from llama_stack.distribution.library_client import LlamaStackAsLibraryClient
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from llama_stack.providers.datatypes import Api
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from llama_stack.providers.tests.env import get_env_or_fail
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from llama_stack_client import LlamaStackClient
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@ -90,6 +91,8 @@ class Report:
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# test function -> test nodeid
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self.test_data = dict()
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self.test_name_to_nodeid = defaultdict(list)
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self.vision_model_id = None
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self.text_model_id = None
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@pytest.hookimpl(tryfirst=True)
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def pytest_runtest_logreport(self, report):
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@ -102,6 +105,9 @@ class Report:
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self.test_data[report.nodeid] = outcome
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def pytest_sessionfinish(self, session):
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if len(self.test_name_to_nodeid) == 0:
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return
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report = []
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report.append(f"# Report for {self.image_name} distribution")
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report.append("\n## Supported Models:")
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@ -134,23 +140,28 @@ class Report:
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"| Model | API | Capability | Test | Status |",
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"|:----- |:-----|:-----|:-----|:-----|",
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]
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for api, capa_map in API_MAPS["inference"].items():
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for api, capa_map in API_MAPS[Api.inference].items():
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for capa, tests in capa_map.items():
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for test_name in tests:
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model_type = "Text" if "text" in test_name else "Vision"
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model_id = (
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self.text_model_id
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if "text" in test_name
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else self.vision_model_id
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)
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test_nodeids = self.test_name_to_nodeid[test_name]
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assert len(test_nodeids) > 0
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# There might be more than one parametrizations for the same test function. We take
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# the result of the first one for now. Ideally we should mark the test as failed if
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# any of the parametrizations failed.
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test_table.append(
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f"| {model_type} | /{api} | {capa} | {test_name} | {self._print_result_icon(self.test_data[test_nodeids[0]])} |"
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f"| {model_id} | /{api} | {capa} | {test_name} | {self._print_result_icon(self.test_data[test_nodeids[0]])} |"
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)
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report.extend(test_table)
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for api_group in ["memory", "agents"]:
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api_capitalized = api_group.capitalize()
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for api_group in [Api.vector_io, Api.agents]:
|
||||
api_capitalized = api_group.name.capitalize()
|
||||
report.append(f"\n## {api_capitalized}:")
|
||||
test_table = [
|
||||
"| API | Capability | Test | Status |",
|
||||
|
@ -173,6 +184,13 @@ class Report:
|
|||
|
||||
def pytest_runtest_makereport(self, item, call):
|
||||
func_name = getattr(item, "originalname", item.name)
|
||||
if "text_model_id" in item.funcargs:
|
||||
text_model = item.funcargs["text_model_id"].split("/")[1]
|
||||
self.text_model_id = self.text_model_id or text_model
|
||||
elif "vision_model_id" in item.funcargs:
|
||||
vision_model = item.funcargs["vision_model_id"].split("/")[1]
|
||||
self.vision_model_id = self.text_model_id or vision_model
|
||||
|
||||
self.test_name_to_nodeid[func_name].append(item.nodeid)
|
||||
|
||||
def _print_result_icon(self, result):
|
||||
|
|
|
@ -6,8 +6,36 @@
|
|||
|
||||
import random
|
||||
|
||||
import pytest
|
||||
|
||||
def test_vector_db_retrieve(llama_stack_client, embedding_model):
|
||||
|
||||
@pytest.fixture(scope="function")
|
||||
def empty_vector_db_registry(llama_stack_client):
|
||||
vector_dbs = [
|
||||
vector_db.identifier for vector_db in llama_stack_client.vector_dbs.list()
|
||||
]
|
||||
for vector_db_id in vector_dbs:
|
||||
llama_stack_client.vector_dbs.unregister(vector_db_id=vector_db_id)
|
||||
|
||||
|
||||
@pytest.fixture(scope="function")
|
||||
def single_entry_vector_db_registry(llama_stack_client, empty_vector_db_registry):
|
||||
vector_db_id = f"test_vector_db_{random.randint(1000, 9999)}"
|
||||
llama_stack_client.vector_dbs.register(
|
||||
vector_db_id=vector_db_id,
|
||||
embedding_model="all-MiniLM-L6-v2",
|
||||
embedding_dimension=384,
|
||||
provider_id="faiss",
|
||||
)
|
||||
vector_dbs = [
|
||||
vector_db.identifier for vector_db in llama_stack_client.vector_dbs.list()
|
||||
]
|
||||
return vector_dbs
|
||||
|
||||
|
||||
def test_vector_db_retrieve(
|
||||
llama_stack_client, embedding_model, empty_vector_db_registry
|
||||
):
|
||||
# Register a memory bank first
|
||||
vector_db_id = f"test_vector_db_{random.randint(1000, 9999)}"
|
||||
llama_stack_client.vector_dbs.register(
|
||||
|
@ -26,14 +54,16 @@ def test_vector_db_retrieve(llama_stack_client, embedding_model):
|
|||
assert response.provider_resource_id == vector_db_id
|
||||
|
||||
|
||||
def test_vector_db_list(llama_stack_client):
|
||||
def test_vector_db_list(llama_stack_client, empty_vector_db_registry):
|
||||
vector_dbs_after_register = [
|
||||
vector_db.identifier for vector_db in llama_stack_client.vector_dbs.list()
|
||||
]
|
||||
assert len(vector_dbs_after_register) == 0
|
||||
|
||||
|
||||
def test_vector_db_register(llama_stack_client, embedding_model):
|
||||
def test_vector_db_register(
|
||||
llama_stack_client, embedding_model, empty_vector_db_registry
|
||||
):
|
||||
vector_db_id = f"test_vector_db_{random.randint(1000, 9999)}"
|
||||
llama_stack_client.vector_dbs.register(
|
||||
vector_db_id=vector_db_id,
|
||||
|
@ -48,7 +78,7 @@ def test_vector_db_register(llama_stack_client, embedding_model):
|
|||
assert vector_dbs_after_register == [vector_db_id]
|
||||
|
||||
|
||||
def test_vector_db_unregister(llama_stack_client):
|
||||
def test_vector_db_unregister(llama_stack_client, single_entry_vector_db_registry):
|
||||
vector_dbs = [
|
||||
vector_db.identifier for vector_db in llama_stack_client.vector_dbs.list()
|
||||
]
|
||||
|
|
Loading…
Add table
Add a link
Reference in a new issue