From d61644c5d3cd4044ae3db605e16371316c1ebeb0 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 20 Jul 2026 06:28:09 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: dormantx/Qwen2.5-1.5B-Instruct-NLA-L18-av Source: Original Platform --- .gitattributes | 36 ++++ README.md | 73 +++++++ chat_template.jinja | 54 +++++ config.json | 61 ++++++ generation_config.json | 14 ++ model-00001-of-00002.safetensors | 3 + model-00002-of-00002.safetensors | 3 + model.safetensors.index.json | 346 +++++++++++++++++++++++++++++++ nla_meta.yaml | 40 ++++ tokenizer.json | 3 + tokenizer_config.json | 30 +++ 11 files changed, 663 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 model-00001-of-00002.safetensors create mode 100644 model-00002-of-00002.safetensors create mode 100644 model.safetensors.index.json create mode 100644 nla_meta.yaml create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json 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..52e9db1 --- /dev/null +++ b/README.md @@ -0,0 +1,73 @@ +--- +license: apache-2.0 +base_model: Qwen/Qwen2.5-1.5B-Instruct +library_name: transformers +tags: + - interpretability + - natural-language-autoencoder + - activation-verbalizer + - qwen2.5 +--- + +# Qwen2.5-1.5B-Instruct NLA L18 — AV (Activation Verbalizer) + +The AV half of a Natural Language Autoencoder trained on the layer-18 residual stream of +`Qwen/Qwen2.5-1.5B-Instruct`. An activation is L2-normalised, scaled by +`injection_scale`, and spliced into the embedding slot of the single injection token in a fixed +prompt; the model then generates a free-text description of what the activation encodes. + +This repo mirrors the layout of +[kitft/Llama-3.3-70B-NLA-L53-av](https://huggingface.co/kitft/Llama-3.3-70B-NLA-L53-av): +full merged weights at the root (LoRA already folded in — load with plain +`AutoModelForCausalLM`, no PEFT needed) and an `nla_meta.yaml` sidecar (schema v2) at the root. +The AR half lives in the sibling repo +[dormantx/Qwen2.5-1.5B-Instruct-NLA-L18-ar](https://huggingface.co/dormantx/Qwen2.5-1.5B-Instruct-NLA-L18-ar). +The original LoRA-adapter release (both halves in one repo, `av/` + `ar/` subdirs) is +[dormantx/Qwen2.5-1.5B-Instruct-NLA-L18](https://huggingface.co/dormantx/Qwen2.5-1.5B-Instruct-NLA-L18); +weights here are numerically identical to that release +(merged-vs-adapter greedy generations match exactly). + +Notes for loaders expecting the 70B layout: + +- Qwen2.5-1.5B ties embeddings (`tie_word_embeddings: true`), so there is no separate + `lm_head.weight` key in the shards; `from_pretrained` re-ties automatically. +- The AV prompt template in `nla_meta.yaml` uses the `{injection_char}` placeholder; the + injection token is `<|image_pad|>` (id 151655), a registered special token that tokenizes + atomically in context. +- `mse_scale: 1.0` — AR targets in this pipeline are L2-normalised to unit norm, not + `sqrt(d_model)`. + +## Usage + +```python +import torch, torch.nn.functional as F, yaml +from huggingface_hub import hf_hub_download +from transformers import AutoModelForCausalLM, AutoTokenizer + +repo = "dormantx/Qwen2.5-1.5B-Instruct-NLA-L18-av" +meta = yaml.safe_load(open(hf_hub_download(repo, "nla_meta.yaml"))) +tok = AutoTokenizer.from_pretrained(repo) +av = AutoModelForCausalLM.from_pretrained(repo, torch_dtype=torch.bfloat16).cuda().eval() + +prompt = meta["prompt_templates"]["av"].format(injection_char=meta["tokens"]["injection_char"]) +ids = tok(prompt, add_special_tokens=False)["input_ids"] +slot = ids.index(meta["tokens"]["injection_token_id"]) +emb = av.get_input_embeddings()(torch.tensor(ids).cuda()[None]).clone() + +act = ... # a raw layer-18 residual-stream activation, i.e. hidden_states[18], shape [1536] +emb[:, slot] = F.normalize(act, dim=-1).to(emb.dtype) * meta["extraction"]["injection_scale"] +out = av.generate(inputs_embeds=emb, + attention_mask=torch.ones(emb.shape[:2], device=emb.device), + max_new_tokens=32, do_sample=False) +print(tok.decode(out[0], skip_special_tokens=True)) +``` + +Activations must come from `hidden_states[18]` of the base model (output of block 18, before the +final norm) and be passed raw — the injection step does the normalising and rescaling. + +## Provenance + +Pipeline and honesty-check methodology build on +[kitft/natural_language_autoencoders](https://github.com/kitft/natural_language_autoencoders), +[kameshkanna/nla-train](https://github.com/kameshkanna/nla-train), and +[SolshineCode/nla-gemma-4-e2b](https://github.com/SolshineCode/nla-gemma-4-e2b). diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\n\n# 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' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.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 %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..3fe172a --- /dev/null +++ b/config.json @@ -0,0 +1,61 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 1536, + "initializer_range": 0.02, + "intermediate_size": 8960, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 21, + "model_type": "qwen2", + "num_attention_heads": 12, + "num_hidden_layers": 28, + "num_key_value_heads": 2, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.13.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..86c2d14 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + 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<|image_pad|> + injection_token_id: 151655 + injection_left_neighbor_id: 220 + injection_right_neighbor_id: 151645 + critic_suffix_ids: null +prompt_templates: + av: '<|im_start|>system + + You interpret neural-network activations. Given one activation vector, name in a single sentence the + concept, entity, topic, or syntactic role it encodes. Be concrete; do not hedge or add preamble.<|im_end|> + + <|im_start|>user + + Activation: {injection_char}<|im_end|> + + <|im_start|>assistant + + ' + ar: '{explanation}' +created_by: nla (dormantx/NLA_Qwen2.5_1.5B pipeline) +role_aliases: + verbalizer: actor + recon: critic +layer: 18 +extraction_layer_index: 18 +base_model: Qwen/Qwen2.5-1.5B-Instruct +role: av +stage: sl +extraction: + injection_scale: 1.01256 + mse_scale: 1.0 +training: + lr: 1.0e-05 + loss_type: sft_next_token + global_batch_size: 16 + num_layers: 28 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..770e41d --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,30 @@ +{ + "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": false, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}