commit e45d6fdcda2408916d52d209fde7b3e9f6a59ace Author: ModelHub XC Date: Wed Aug 5 20:55:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: posttrainllm/qwen3-4b-file-ops-distilled Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..15f293c --- /dev/null +++ b/README.md @@ -0,0 +1,72 @@ +--- +base_model: Qwen/Qwen3-4B-Instruct-2507 +language: + - en +library_name: transformers +license: other +pipeline_tag: text-generation +tags: + - tinygpt + - mlx + - tool-calling + - function-calling + - agentic + - file-ops +--- + +# Qwen3-4B File-Ops Distilled + +## Summary + +This is the first TinyGPT specialist package for a model we actually built: +a fused Qwen3-4B-Instruct-2507 bf16 HF/MLX safetensors directory distilled for +GorillaFileSystem multi-turn file-operation tasks. + +It is a **routed specialist**, not the general Pace planner. + +## Artifact + +- Package id: `qwen3-4b-file-ops-distilled` +- Public artifact: `sarthakagrawal927/qwen3-4b-file-ops-distilled` +- Public storage target: Hugging Face Hub model repo +- Format: HF/MLX safetensors directory +- Base: `Qwen/Qwen3-4B-Instruct-2507` +- Precision: bf16 +- Training method: frontier/gold trajectory distillation rendered in the + student's native tool-calling chat template + +## Measured Result + +| Suite | Stock 4B | Distilled 4B | +|---|---:|---:| +| File-ops hard gate | 58% | 100% | +| File-ops hardgen held-out | - | 95% | +| Out-of-domain breadth | 59.6% | 42.3% | + +The file-ops domain saturated at 4B: the distilled model matched frontier on +the hard and veryhard file-ops gates. The same training caused negative +transfer outside that domain, so this package is only correct behind a router. + +## Recommended Use + +Use this model when the router has already identified a file-operation task +with derivable arguments: paths, file names, directories, moves, creates, +deletes, and navigation through a file-system backend. + +Do not use it as a general planner. For general multi-domain planning, use the +planner lock in `docs/planner-lock-2026-06-19.md`: stock +Qwen3-4B-Instruct-2507 bf16 with the plan-then-execute prompt. + +## Known Limits + +- The specialist regresses on non-filesystem BFCL multi-turn backends. +- It was not validated as a broad Pace planner. +- It depends on correct routing. Bad routing turns a narrow win into a broad + regression. +- The artifact is multi-GB and is published on Hugging Face Hub, not committed + to this repository or required to remain in local cache. + +## References + +- `docs/learn/tool-calling-frontier-parity.md` sections 8.1-8.5 +- `docs/planner-lock-2026-06-19.md` diff --git a/artifact_manifest.json b/artifact_manifest.json new file mode 100644 index 0000000..171d474 --- /dev/null +++ b/artifact_manifest.json @@ -0,0 +1,18 @@ +{ + "artifact_id": "qwen3-4b-file-ops-distilled", + "large_weight_policy": "already published in the target Hugging Face repo", + "large_weights_included": false, + "large_weights_published": true, + "metadata_files": [ + "README.md", + "prompt.md", + "eval_report.json", + "tinygpt.lock.json" + ], + "package_dir": "specialists/qwen3-4b-file-ops-distilled", + "repo_id": "sarthakagrawal927/qwen3-4b-file-ops-distilled", + "repo_type": "model", + "schema": "tinygpt.hf_artifact_manifest.v1", + "source_lock": "tinygpt.lock.json", + "storage_provider": "huggingface_hub" +} diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..70adff8 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,61 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..2e69493 --- /dev/null +++ b/config.json @@ -0,0 +1,33 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "eos_token_id": [ + 151645, + 151643 + ], + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2560, + "initializer_range": 0.02, + "intermediate_size": 9728, + "max_position_embeddings": 262144, + "max_window_layers": 36, + "model_type": "qwen3", + "num_attention_heads": 32, + "num_hidden_layers": 36, + "num_key_value_heads": 8, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 5000000, + "sliding_window": null, + "tie_word_embeddings": true, + "torch_dtype": "bfloat16", + "transformers_version": "4.51.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} \ No newline at end of file diff --git a/eval_report.json b/eval_report.json new file mode 100644 index 0000000..c3e718e --- /dev/null +++ b/eval_report.json @@ -0,0 +1,39 @@ +{ + "id": "qwen3-4b-file-ops-distilled", + "updated": "2026-06-19", + "artifact": "hf://models/sarthakagrawal927/qwen3-4b-file-ops-distilled", + "base": "Qwen/Qwen3-4B-Instruct-2507", + "precision": "bf16", + "training_method": "frontier/gold trajectory distillation on GorillaFileSystem multi-turn tasks", + "scores": [ + { + "suite": "file_ops_hard_gate", + "n": 12, + "stock_4b": 0.58, + "distilled_4b": 1.0, + "frontier": 1.0, + "source": "docs/learn/tool-calling-frontier-parity.md#81-climbing-the-cliff--frontier-trajectory-distillation-2026-06-16" + }, + { + "suite": "file_ops_hardgen_heldout", + "n": 40, + "stock_4b": 0.6, + "distilled_4b": 0.95, + "source": "docs/learn/tool-calling-frontier-parity.md#81-climbing-the-cliff--frontier-trajectory-distillation-2026-06-16" + }, + { + "suite": "out_of_domain_breadth", + "n": 52, + "stock_4b": 0.596, + "distilled_4b": 0.423, + "delta": -0.173, + "source": "docs/learn/tool-calling-frontier-parity.md#84-breadth--narrow-distillation-causes-negative-transfer-2026-06-16" + } + ], + "verdict": "ship only as a routed file-ops specialist; do not use as the general planner", + "caveats": [ + "The out-of-domain breadth ceiling is not frontier-validated yet.", + "The negative-transfer result is relative and directly comparable: same 52 tasks, same prompt, stock vs distilled.", + "The model is a fused full HF/MLX directory, not a small adapter package." + ] +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..432531a --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "bos_token_id": 151643, + 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-0,0 +1,8 @@ +# System Prompt + +```text +You are an autonomous tool-using agent. For each user turn: (1) plan the full sequence of function calls the task needs; (2) execute them, reading each tool result; (3) never repeat a call that already succeeded; (4) once every requested action is complete, stop and emit no tool call. Use the tool results to track the current state as you go. +``` + +This is the measured plan-then-execute prompt family used for the multi-turn +file-ops gate and the gold/frontier trajectory render path. diff --git a/tinygpt.lock.json b/tinygpt.lock.json new file mode 100644 index 0000000..526524b --- /dev/null +++ b/tinygpt.lock.json @@ -0,0 +1,72 @@ +{ + "artifact_type": "hf_safetensors_directory", + "base_model": { + "architecture": "Qwen3ForCausalLM", + "id": "Qwen/Qwen3-4B-Instruct-2507", + "precision": "bf16" + }, + "compatibility": { + "browser_playground": false, + "mlx_lm": true, + "tinygpt_serve_hf_dir": true + }, + "files": [ + { + "bytes": 5321133607, + "path": "model-00001-of-00002.safetensors", + "sha256": "4674dcae878efd81c3a6f10409c96598c0c646e61bea6a2174d0a49d53d99865" + }, + { + "bytes": 2723848286, + "path": "model-00002-of-00002.safetensors", + "sha256": "c311219f995e5805d8c7e4200ca4546de9cacbaeffab98c81b8505f44b86f6fd" + }, + { + "bytes": 34462, + "path": "model.safetensors.index.json" + }, + { + "bytes": 817, + "path": "config.json" + }, + { + "bytes": 238, + "path": "generation_config.json" + }, + { + "bytes": 11422650, + "path": "tokenizer.json" + }, + { + "bytes": 730, + "path": "tokenizer_config.json" + }, + { + "bytes": 2630, + "path": "chat_template.jinja" + } + ], + "id": "qwen3-4b-file-ops-distilled", + "local_path": null, + "notes": [ + "Large weights are published on Hugging Face Hub, not stored in git or required to remain in local cache.", + "Use mlx_load.py for metadata checks by default; pass --load to load arrays." + ], + "package_files": { + "eval_report": "eval_report.json", + "loader": "mlx_load.py", + "model_card": "model_card.md", + "prompt": "prompt.md" + }, + "public_uri": "hf://models/sarthakagrawal927/qwen3-4b-file-ops-distilled", + "schema": "tinygpt.specialist.lock.v1", + "storage": { + "large_weights_published": true, + "primary": "huggingface_hub", + "r2": "legacy-optional-cache", + "repo_id": "sarthakagrawal927/qwen3-4b-file-ops-distilled", + "repo_type": "model", + "status": "weights-published", + "weights_commit": "33a7244854f797e35b34ce05a6d5184f0949ada7" + } +} diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..c7afbed --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506 +size 11422650 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..d63fd7c --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,31 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_special_tokens": [ + "<|im_start|>", + "<|im_end|>", + "<|object_ref_start|>", + "<|object_ref_end|>", + "<|box_start|>", + "<|box_end|>", + "<|quad_start|>", + "<|quad_end|>", + "<|vision_start|>", + "<|vision_end|>", + "<|vision_pad|>", + "<|image_pad|>", + "<|video_pad|>" + ], + "is_local": true, + "local_files_only": false, + "model_max_length": 1010000, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "tool_parser_type": "json_tools", + "unk_token": null +}