llmp 0.1.0

Measures how well a local LLM setup uses its model: a recording proxy and a prompt-reuse analysis
Documentation
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{"v":1,"id":1,"conn":1,"t_start_ms":1789988969432,"t_first_byte_ms":1789988969590,"t_end_ms":1789988970131,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"2219","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":2219,"body":{"max_tokens":160,"messages":[{"content":"You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. Today is Monday.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"}],"model":"gemma","seed":1,"stream":true,"temperature":0,"tools":[{"function":{"description":"Read a file from the repository.","name":"read_file","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"List a directory of the repository.","name":"list_dir","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"Write a file in the repository.","name":"write_file","parameters":{"properties":{"content":{"type":"string"},"path":{"type":"string"}},"required":["path","content"],"type":"object"}},"type":"function"}]},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-type":"text/event-stream","transfer-encoding":"chunked"},"stream":"sse","chunks":55,"bad_chunks":0,"body_bytes":16999,"truncated":false,"body":{"choices":[{"finish_reason":"tool_calls","index":0,"message":{"content":null,"reasoning_content":"The user wants to know what `src/main.rs` does. I need to read the content of this file to determine its purpose. I will use the `read_file` tool for this.","role":"assistant","tool_calls":[{"function":{"arguments":"{\"path\":\"src/main.rs\"}","name":"read_file"},"id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA","type":"function"}]}}],"created":1789988970,"id":"chatcmpl-hSRtpEMynRrHt2J8qxpTIJIMaAVlHpDY","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":0,"predicted_ms":540.36,"predicted_n":65,"predicted_per_second":120.29017691909098,"predicted_per_token_ms":8.313230769230769,"prompt_ms":147.001,"prompt_n":443,"prompt_per_second":3013.5849415990365,"prompt_per_token_ms":0.3318306997742664}},"body_text":null,"digest":null},"error":null,"tokens":null}
{"v":1,"id":2,"conn":2,"t_start_ms":1789988970132,"t_first_byte_ms":1789988971542,"t_end_ms":1789988971542,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"2682","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":2682,"body":{"max_tokens":160,"messages":[{"content":"You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. Today is Monday.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"},{"content":"","role":"assistant","tool_calls":[{"function":{"arguments":"{\"path\":\"src/main.rs\"}","name":"read_file"},"id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA","type":"function"}]},{"content":"fn main() {\n    let args: Vec<String> = std::env::args().collect();\n    println!(\"{}\", args.len());\n}\n","role":"tool","tool_call_id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA"},{"content":"Is there anything obviously wrong in it?","role":"user"}],"model":"gemma","seed":1,"stream":false,"temperature":0,"tools":[{"function":{"description":"Read a file from the repository.","name":"read_file","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"List a directory of the repository.","name":"list_dir","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"Write a file in the repository.","name":"write_file","parameters":{"properties":{"content":{"type":"string"},"path":{"type":"string"}},"required":["path","content"],"type":"object"}},"type":"function"}]},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-length":"1375","content-type":"application/json; charset=utf-8"},"stream":null,"chunks":null,"bad_chunks":null,"body_bytes":1375,"truncated":false,"body":{"choices":[{"finish_reason":"length","index":0,"message":{"content":"The code in `src/main.rs` is syntactically correct and does what it intends to do: it collects all command-line arguments passed to the program and prints the total number of arguments. There","reasoning_content":"The user is asking if there is anything obviously wrong with the content of `src/main.rs`.\nThe content is:\n```rust\nfn main() {\n    let args: Vec<String> = std::env::args().collect();\n    println!(\"{}\", args.len());\n}\n```\nThis code is syntactically correct Rust. It collects command-line arguments and prints the number of arguments. There is nothing obviously wrong with it in terms of compilation or basic functionality.\n\nI should confirm this and explain what it does.","role":"assistant"}}],"created":1789988971,"id":"chatcmpl-A1wHROB5EJMIBkfxAlKqpus9nYwfB681","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":438,"predicted_ms":1345.158,"predicted_n":160,"predicted_per_second":118.94513506963494,"predicted_per_token_ms":8.407237499999999,"prompt_ms":54.689,"prompt_n":87,"prompt_per_second":1590.8135091151785,"prompt_per_token_ms":0.6286091954022989},"usage":{"completion_tokens":160,"prompt_tokens":525,"prompt_tokens_details":{"cached_tokens":438},"total_tokens":685}},"body_text":null,"digest":null},"error":null,"tokens":null}
{"v":1,"id":3,"conn":3,"t_start_ms":1789988971545,"t_first_byte_ms":1789988971687,"t_end_ms":1789988971687,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"258","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":258,"body":{"max_tokens":12,"messages":[{"content":"Write a five-word title for this conversation.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"}],"model":"gemma","seed":1,"stream":false,"temperature":0},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-length":"726","content-type":"application/json; charset=utf-8"},"stream":null,"chunks":null,"bad_chunks":null,"body_bytes":726,"truncated":false,"body":{"choices":[{"finish_reason":"length","index":0,"message":{"content":"","reasoning_content":"Thinking Process:\n\n1.  **Analyze","role":"assistant"}}],"created":1789988971,"id":"chatcmpl-bfkCJ6uUeU9ypYYFrrr9oEkekEozs3nm","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":0,"predicted_ms":92.161,"predicted_n":12,"predicted_per_second":130.20692049782446,"predicted_per_token_ms":7.680083333333333,"prompt_ms":39.685,"prompt_n":41,"prompt_per_second":1033.1359455713746,"prompt_per_token_ms":0.9679268292682928},"usage":{"completion_tokens":12,"prompt_tokens":41,"prompt_tokens_details":{"cached_tokens":0},"total_tokens":53}},"body_text":null,"digest":null},"error":null,"tokens":null}
{"v":1,"id":4,"conn":4,"t_start_ms":1789988971689,"t_first_byte_ms":1789988971753,"t_end_ms":1789988973294,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"2987","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":2987,"body":{"max_tokens":160,"messages":[{"content":"You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. Today is Monday.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"},{"content":"","role":"assistant","tool_calls":[{"function":{"arguments":"{\"path\":\"src/main.rs\"}","name":"read_file"},"id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA","type":"function"}]},{"content":"fn main() {\n    let args: Vec<String> = std::env::args().collect();\n    println!(\"{}\", args.len());\n}\n","role":"tool","tool_call_id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA"},{"content":"Is there anything obviously wrong in it?","role":"user"},{"content":"The code in `src/main.rs` is syntactically correct and does what it intends to do: it collects all command-line arguments passed to the program and prints the total number of arguments. There","role":"assistant"},{"content":"Suggest a better name for the main function.","role":"user"}],"model":"gemma","seed":1,"stream":true,"temperature":0,"tools":[{"function":{"description":"Read a file from the repository.","name":"read_file","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"List a directory of the repository.","name":"list_dir","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"Write a file in the repository.","name":"write_file","parameters":{"properties":{"content":{"type":"string"},"path":{"type":"string"}},"required":["path","content"],"type":"object"}},"type":"function"}]},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-type":"text/event-stream","transfer-encoding":"chunked"},"stream":"sse","chunks":159,"bad_chunks":0,"body_bytes":47528,"truncated":false,"body":{"choices":[{"finish_reason":"length","index":0,"message":{"content":null,"reasoning_content":"The user wants to suggest a better name for the `main` function in `src/main.rs`.\nThe current function is `fn main()`.\nIn Rust, `main` is the standard entry point for an executable. Renaming it is generally not recommended as it's a convention, but if the user insists, I should consider what a more descriptive name might be, although it's usually unnecessary.\n\nHowever, since the function's purpose is to print the number of command-line arguments, a more descriptive name might be `count_args` or similar, but this would require changing how it's called or how the program is structured, which is usually not what's meant by \"better name\" in this context.\n\nGiven the","role":"assistant"}}],"created":1789988973,"id":"chatcmpl-0D1Jre5cLtOCTaOJ8lu65Z2NTpDQOYG8","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":520,"predicted_ms":1537.229,"predicted_n":160,"predicted_per_second":104.08338640501836,"predicted_per_token_ms":9.60768125,"prompt_ms":50.524,"prompt_n":67,"prompt_per_second":1326.102446362125,"prompt_per_token_ms":0.754089552238806}},"body_text":null,"digest":null},"error":null,"tokens":null}
{"v":1,"id":5,"conn":5,"t_start_ms":1789988973306,"t_first_byte_ms":1789988974026,"t_end_ms":1789988979622,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"3100","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":3100,"body":{"max_tokens":160,"messages":[{"content":"You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. Today is Tuesday.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"},{"content":"","role":"assistant","tool_calls":[{"function":{"arguments":"{\"path\":\"src/main.rs\"}","name":"read_file"},"id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA","type":"function"}]},{"content":"fn main() {\n    let args: Vec<String> = std::env::args().collect();\n    println!(\"{}\", args.len());\n}\n","role":"tool","tool_call_id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA"},{"content":"Is there anything obviously wrong in it?","role":"user"},{"content":"The code in `src/main.rs` is syntactically correct and does what it intends to do: it collects all command-line arguments passed to the program and prints the total number of arguments. There","role":"assistant"},{"content":"Suggest a better name for the main function.","role":"user"},{"content":"","role":"assistant"},{"content":"Summarise the repository in one sentence.","role":"user"}],"model":"gemma","seed":1,"stream":true,"temperature":0,"tools":[{"function":{"description":"Read a file from the repository.","name":"read_file","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"List a directory of the repository.","name":"list_dir","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"Write a file in the repository.","name":"write_file","parameters":{"properties":{"content":{"type":"string"},"path":{"type":"string"}},"required":["path","content"],"type":"object"}},"type":"function"}]},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-type":"text/event-stream","transfer-encoding":"chunked"},"stream":"sse","chunks":158,"bad_chunks":0,"body_bytes":47205,"truncated":false,"body":{"choices":[{"finish_reason":"length","index":0,"message":{"content":null,"reasoning_content":"The user wants me to summarize the repository in one sentence.\nI have only seen `src/main.rs`, which contains a simple Rust program that prints the number of command-line arguments.\nI need to infer the purpose of the repository based on this single file.\n\n1.  **Analyze `src/main.rs`**:\n    ```rust\n    fn main() {\n        let args: Vec<String> = std::env::args().collect();\n        println!(\"{}\", args.len());\n    }\n    ```\n    This program counts and prints the number of command-line arguments.\n\n2.  **Determine the repository's purpose**:\n    Since it's a simple executable, the repository likely contains a single Rust project","role":"assistant"}}],"created":1789988979,"id":"chatcmpl-a1RqCdkkjJidzpco0yW5P5QGPbeFKfkY","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":0,"predicted_ms":5597.448,"predicted_n":160,"predicted_per_second":28.584454915883093,"predicted_per_token_ms":34.98405,"prompt_ms":580.109,"prompt_n":605,"prompt_per_second":1042.9074535992372,"prompt_per_token_ms":0.9588578512396696}},"body_text":null,"digest":null},"error":null,"tokens":null}
{"v":1,"id":6,"conn":6,"t_start_ms":1789988979624,"t_first_byte_ms":1789988981007,"t_end_ms":1789988981007,"request":{"method":"POST","path":"/v1/chat/completions","headers":{"content-length":"3198","content-type":"application/json","user-agent":"llmp-drive/1"},"body_bytes":3198,"body":{"max_tokens":160,"messages":[{"content":"You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. You are a coding agent working in a small Rust repository. Read files before changing them, keep changes minimal, and explain what you did in one or two sentences. Today is Tuesday.","role":"system"},{"content":"What does src/main.rs do? Use the tools to look.","role":"user"},{"content":"","role":"assistant","tool_calls":[{"function":{"arguments":"{\"path\":\"src/main.rs\"}","name":"read_file"},"id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA","type":"function"}]},{"content":"fn main() {\n    let args: Vec<String> = std::env::args().collect();\n    println!(\"{}\", args.len());\n}\n","role":"tool","tool_call_id":"PSLUNzjc7rIxf7vsLSnqOHfuvqkyFVnA"},{"content":"Is there anything obviously wrong in it?","role":"user"},{"content":"The code in `src/main.rs` is syntactically correct and does what it intends to do: it collects all command-line arguments passed to the program and prints the total number of arguments. There","role":"assistant"},{"content":"Suggest a better name for the main function.","role":"user"},{"content":"","role":"assistant"},{"content":"Summarise the repository in one sentence.","role":"user"},{"content":"","role":"assistant"},{"content":"What would you test first?","role":"user"}],"model":"gemma","seed":1,"stream":false,"temperature":0,"tools":[{"function":{"description":"Read a file from the repository.","name":"read_file","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"List a directory of the repository.","name":"list_dir","parameters":{"properties":{"path":{"type":"string"}},"required":["path"],"type":"object"}},"type":"function"},{"function":{"description":"Write a file in the repository.","name":"write_file","parameters":{"properties":{"content":{"type":"string"},"path":{"type":"string"}},"required":["path","content"],"type":"object"}},"type":"function"}]},"body_text":null,"digest":null},"response":{"status":200,"headers":{"content-length":"1330","content-type":"application/json; charset=utf-8"},"stream":null,"chunks":null,"bad_chunks":null,"body_bytes":1330,"truncated":false,"body":{"choices":[{"finish_reason":"length","index":0,"message":{"content":"","reasoning_content":"The user is asking what I would test first in the repository.\nI have only seen `src/main.rs`, which contains a simple function that prints the number of command-line arguments.\nSince the repository is very small and only contains this main file, the most logical first test would be to verify the basic functionality of the `main` function.\n\n1.  **Analyze `src/main.rs`**:\n    ```rust\n    fn main() {\n        let args: Vec<String> = std::env::args().collect();\n        println!(\"{}\", args.len());\n    }\n    ```\n    It takes command-line arguments and prints their count.\n\n2.  **Determine the test**: I should test if it correctly","role":"assistant"}}],"created":1789988981,"id":"chatcmpl-DzWNDhI9NCm3ww3FzTsghxaMx6BLxD0P","model":"/home/user/models/gemma-4-E2B-it-qat-UD-Q4_K_XL.gguf","object":"chat.completion","system_fingerprint":"b10015-5d3321c","timings":{"cache_n":605,"predicted_ms":1331.919,"predicted_n":160,"predicted_per_second":120.12742516624508,"predicted_per_token_ms":8.32449375,"prompt_ms":35.185,"prompt_n":16,"prompt_per_second":454.73923546966034,"prompt_per_token_ms":2.1990625},"usage":{"completion_tokens":160,"prompt_tokens":621,"prompt_tokens_details":{"cached_tokens":605},"total_tokens":781}},"body_text":null,"digest":null},"error":null,"tokens":null}
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