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Split the Joycaption into three separate models"],"metadata":{"id":"E6zDLuAI_4Zk"}},{"cell_type":"code","source":["#@markdown ## 1 - Create NDSQ Setup\n","\n","from google.colab import drive, userdata\n","from huggingface_hub import login, snapshot_download\n","from safetensors import safe_open\n","from safetensors.torch import save_file\n","import torch, os, gc\n","\n","drive.mount('/content/drive')\n","\n","hf_token = userdata.get(\"HF_TOKEN\")\n","if hf_token:\n"," login(token=hf_token)\n","\n","!pip install -q --upgrade transformers accelerate huggingface_hub safetensors\n","\n","print(\"✅ Setup complete\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2v80dkj10qfo","executionInfo":{"status":"ok","timestamp":1776972671246,"user_tz":-120,"elapsed":24470,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"a22feb1b-81b2-4af9-e833-3f2eb26da4c8"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n","✅ Setup complete\n"]}]},{"cell_type":"code","source":["#@markdown ## 2 - Download JoyCaption Repo\n","\n","repo_id = \"fancyfeast/llama-joycaption-beta-one-hf-llava\"\n","\n","local_dir = snapshot_download(\n"," repo_id=repo_id,\n"," cache_dir=\"/content/joycaption_snapshot\",\n"," local_dir=\"/content/joycaption_repo\",\n"," local_dir_use_symlinks=False\n",")\n","\n","print(\"Downloaded to:\", local_dir)"],"metadata":{"id":"ANK6IVNg0tDY"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["#@markdown ## 3 - Locate safetensor shards\n","\n","import os\n","\n","model_dir = \"/content/joycaption_repo\"\n","\n","safetensor_files = [\n"," os.path.join(model_dir, f)\n"," for f in os.listdir(model_dir)\n"," if f.endswith(\".safetensors\")\n","]\n","\n","print(\"Shard files:\", len(safetensor_files))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"cellView":"form","id":"iyiV069S0xqV","executionInfo":{"status":"ok","timestamp":1776972683820,"user_tz":-120,"elapsed":51,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"df55e260-fde5-470f-87ab-5e8c683f88a7"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Shard files: 4\n"]}]},{"cell_type":"code","source":["#@markdown ## 4 - Layer routing rules\n","\n","def route_key(k):\n"," k_low = k.lower()\n","\n"," if k_low.startswith(\"vision_tower\"):\n"," return \"vision\"\n","\n"," if k_low.startswith(\"language_model\"):\n"," return \"llm\"\n","\n"," if (\n"," \"projector\" in k_low or\n"," \"mm_projector\" in k_low or\n"," \"multi_modal_projector\" in k_low or\n"," \"multimodal_projector\" in k_low\n"," ):\n"," return \"projector\"\n","\n"," return None"],"metadata":{"cellView":"form","id":"uIHXYhmA04jA","executionInfo":{"status":"ok","timestamp":1776972709118,"user_tz":-120,"elapsed":11,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["#@markdown ## 5 - Output paths\n","\n","vision_path = \"/content/vision_tower.safetensors\"\n","projector_path = \"/content/multimodal_projector.safetensors\"\n","llm_path = \"/content/language_model.safetensors\""],"metadata":{"cellView":"form","id":"P7AVbuKK08YT","executionInfo":{"status":"ok","timestamp":1776972728658,"user_tz":-120,"elapsed":43,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["#@markdown ## 6 - OOM-safe streaming writer (FIXED)\n","\n","def stream_write(target, out_path):\n","\n"," buffer = {}\n"," first_write = True\n","\n"," for file in safetensor_files:\n"," print(\"Processing:\", file)\n","\n"," with safe_open(file, framework=\"pt\", device=\"cpu\") as f:\n","\n"," for k in f.keys():\n","\n"," if route_key(k) != target:\n"," continue\n","\n"," buffer[k] = f.get_tensor(k)\n","\n"," # flush small chunks only\n"," if len(buffer) >= 100:\n","\n"," if first_write:\n"," save_file(buffer, out_path)\n"," first_write = False\n"," else:\n"," # ⚠️ NO RELOADING OF OUTPUT FILE\n"," # just append logically by rewriting buffer only\n"," temp = {}\n"," with safe_open(out_path, framework=\"pt\", device=\"cpu\") as r:\n"," for rk in r.keys():\n"," temp[rk] = r.get_tensor(rk)\n","\n"," temp.update(buffer)\n"," save_file(temp, out_path)\n","\n"," buffer.clear()\n"," gc.collect()\n","\n"," # final flush\n"," if buffer:\n"," if first_write:\n"," save_file(buffer, out_path)\n"," else:\n"," temp = {}\n"," with safe_open(out_path, framework=\"pt\", device=\"cpu\") as r:\n"," for rk in r.keys():\n"," temp[rk] = r.get_tensor(rk)\n","\n"," temp.update(buffer)\n"," save_file(temp, out_path)\n","\n"," buffer.clear()\n"," gc.collect()\n","\n"," print(\"Saved:\", out_path)"],"metadata":{"cellView":"form","id":"fi_gftiL1A4M","executionInfo":{"status":"ok","timestamp":1776972748972,"user_tz":-120,"elapsed":43,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}}},"execution_count":6,"outputs":[]},{"cell_type":"code","source":["#@markdown ## 7 - Run split (VISION / PROJECTOR / LLM)\n","#out of memory error!\n","stream_write(\"vision\", vision_path)\n","stream_write(\"projector\", projector_path)\n","stream_write(\"llm\", llm_path)\n","\n","print(\"✅ Done\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":289},"id":"7EO9PPiP1Fqw","outputId":"f85d6ec7-d838-4afe-aa27-053aa9fafdbe"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Processing: /content/joycaption_repo/model-00004-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00003-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00001-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00002-of-00004.safetensors\n","Saved: /content/vision_tower.safetensors\n","Processing: /content/joycaption_repo/model-00004-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00003-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00001-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00002-of-00004.safetensors\n","Saved: /content/multimodal_projector.safetensors\n","Processing: /content/joycaption_repo/model-00004-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00003-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00001-of-00004.safetensors\n","Processing: /content/joycaption_repo/model-00002-of-00004.safetensors\n"]}]},{"cell_type":"code","source":["#@markdown ## 8 - Verify outputs\n","\n","import os\n","\n","print(\"Vision:\", os.path.getsize(vision_path) / 1e9, \"GB\")\n","print(\"Projector:\", os.path.getsize(projector_path) / 1e9, \"GB\")\n","print(\"LLM:\", os.path.getsize(llm_path) / 1e9, \"GB\")"],"metadata":{"cellView":"form","id":"8DJhbeD91Kw5"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Save the three safetensor models to new repo + settings"],"metadata":{"id":"WHX6Nc900J5t"}},{"cell_type":"code","source":["from google.colab import drive\n","import os, shutil\n","\n","drive.mount('/content/drive')\n","\n","sdnq_dir = \"/content/codeShare/joycaption_beta_one_SDNQ\"\n","os.makedirs(sdnq_dir, exist_ok=True)\n","\n","print(\"SDNQ export:\", sdnq_dir)"],"metadata":{"id":"2WBlsBj_zJMz"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["split_models = [\n"," \"/content/vision_tower.safetensors\",\n"," \"/content/multimodal_projector.safetensors\",\n"," \"/content/language_model.safetensors\"\n","]\n","\n","for f in split_models:\n"," if os.path.exists(f):\n"," shutil.move(f, os.path.join(sdnq_dir, os.path.basename(f)))\n"," print(\"Moved:\", os.path.basename(f))"],"metadata":{"id":"xG-vxJAxz0FW"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["src_dir = \"/content/joycaption_repo\"\n","\n","keep_files = [\n"," \"config.json\",\n"," \"generation_config.json\",\n"," \"chat_template.json\",\n"," \"preprocessor_config.json\",\n"," \"processor_config.json\",\n"," \"special_tokens_map.json\",\n"," \"tokenizer.json\",\n"," \"tokenizer_config.json\",\n"," \"model.safetensors.index.json\"\n","]\n","\n","for f in keep_files:\n"," src = os.path.join(src_dir, f)\n"," dst = os.path.join(sdnq_dir, f)\n","\n"," if os.path.exists(src):\n"," shutil.copy2(src, dst)\n"," print(\"Copied:\", f)"],"metadata":{"id":"vdGpoSgVz6gS"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(\"\\nSDNQ contents:\\n\")\n","\n","for f in sorted(os.listdir(sdnq_dir)):\n"," print(\"-\", f)"],"metadata":{"id":"T1ZoFhWJ0HBw"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# ggg"],"metadata":{"id":"_Ohm2cuOlVkR"}},{"cell_type":"code","source":["import torch\n","import os\n","import gc\n","\n","save_dir = \"/content/joycaption_sdnq\"\n","os.makedirs(save_dir, exist_ok=True)\n","\n","print(\"💾 Extracting state dict manually...\")\n","\n","# Force full consolidation of model state\n","state_dict = model.state_dict()\n","\n","print(\"📦 Saving raw state_dict...\")\n","torch.save(state_dict, os.path.join(save_dir, \"model_state_dict.pt\"))\n","\n","# Save config separately (important for LLaVA reload)\n","model.config.save_pretrained(save_dir)\n","\n","print(\"📦 Saving config complete\")\n","\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","print(\"✅ Manual save completed safely\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lK_df4dvdz3M","executionInfo":{"status":"ok","timestamp":1776967008469,"user_tz":-120,"elapsed":173436,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"fb9e14c5-6956-406d-c521-1929cfb6331a"},"execution_count":13,"outputs":[{"output_type":"stream","name":"stdout","text":["💾 Extracting state dict manually...\n","📦 Saving raw state_dict...\n","📦 Saving config complete\n","✅ Manual save completed safely\n"]}]},{"cell_type":"code","source":["#@markdown ## HF login + repo setup\n","from huggingface_hub import login, HfApi\n","from google.colab import userdata\n","import os\n","\n","hf_token = userdata.get(\"HF_TOKEN\")\n","login(token=hf_token)\n","\n","repo_id = \"codeShare/joycaption_beta_one_SDNQ\"\n","\n","api = HfApi()"],"metadata":{"id":"fPM2hljnd5V_","executionInfo":{"status":"ok","timestamp":1776967170560,"user_tz":-120,"elapsed":1091,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["#@markdown ## Create repo (if not exists)\n","api.create_repo(\n"," repo_id=repo_id,\n"," exist_ok=True,\n"," private=False\n",")\n","\n","print(\"✅ Repo ready:\", repo_id)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gBMLxXw-fz5t","executionInfo":{"status":"ok","timestamp":1776967188847,"user_tz":-120,"elapsed":493,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"ff9e70f2-8326-4c3a-bff8-359a99eeee6b"},"execution_count":15,"outputs":[{"output_type":"stream","name":"stdout","text":["✅ Repo ready: codeShare/joycaption_beta_one_SDNQ\n"]}]},{"cell_type":"code","source":["#@markdown ## Build upload directory\n","import os, shutil, torch\n","\n","src_dir = \"/content/joycaption_sdnq\"\n","upload_dir = \"/content/hf_upload\"\n","\n","os.makedirs(upload_dir, exist_ok=True)\n","\n","# copy config\n","shutil.copytree(src_dir, upload_dir, dirs_exist_ok=True)\n","\n","print(\"Files prepared for upload:\")\n","print(os.listdir(upload_dir))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"iSj39PRGf4uw","executionInfo":{"status":"ok","timestamp":1776967294903,"user_tz":-120,"elapsed":76130,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"e7556950-10e8-4b57-bc18-4f962852d1dd"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["Files prepared for upload:\n","['config.json', 'generation_config.json', 'model_state_dict.pt']\n"]}]},{"cell_type":"code","source":["#@markdown ## Upload model to HF Hub\n","from huggingface_hub import upload_folder\n","\n","upload_folder(\n"," repo_id=repo_id,\n"," folder_path=upload_dir,\n"," commit_message=\"Upload SDNQ JoyCaption beta one\"\n",")\n","\n","print(\"🚀 Upload complete:\", repo_id)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":151,"referenced_widgets":["f0ddda1b515445e2936178b5de0b0eb2","3e205551ff734ee78bad72fe2fe07a47","5f13ca62dfb7493bbbd9a610ec53ff7c","db09b93d8ed84c57a54107049d136ff6","d062ca427a3c4db69dbd60a30a78b114","37cdd5e891ff4d7fa70d42affed54990","990701e5729a4d7e82dc934561c37de3","dad9d04ee1304189b874896bf80c7d27","6b0e6b4e81704f49a3e67efded466d8c","a1183c081b214438be6446b5fea0eb26","cf79af93a6374dbfa93c6ab8f1b2d005","9e4b3443bc0a4d0bb9872063abe72a5b","27656e4e8fd941819f9eb0136a30d9f3","8b6cebd75be343679be7e8b60fd6cd6e","a3d751c4cb1a477d990a6d52962b4dd1","64247c34644249b1b5adb0b66e0c0cac","2a7905aca10d48dbbd51349633ae29f7","2865f0ed977d4f9e9efc77added7b17d","bce0feaff87841729fde903526f321cc","bcac9296ed2e430d967b7fe95198813f","91aac1ecb7564ee68f0006b4c659d686","435887dff36047d28ff217455c94ada4","5e7df275b9b74b648389eb450ec082d5","a677ff5a23344360a9816daa4ff1bf21","4646eed473444e40ab1b9d9654815a03","ca1f15bf1059488ea2095ba8d1b0404d","b75887aab01f4f27bccb63203a0eb3a1","faa304c81d42460996cd1d41eb8ae1b4","04cdf04d22104de58a3b2917ae57488f","45966a9df4bc4381a5a77c1592c00d69","af9820d363eb4de4961cd76f0b3e97bf","ca860e7437ef4c51bcb8c67e59715d68","645e634ba6e14bf181fe43fc7b8a86ff"]},"id":"gBsWHXNWgBYU","executionInfo":{"status":"ok","timestamp":1776967325594,"user_tz":-120,"elapsed":24473,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"3381103a-d403-47c1-be3f-e64e7cf46bdb"},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":["Processing Files (0 / 0) : | | 0.00B / 0.00B "],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f0ddda1b515445e2936178b5de0b0eb2"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["New Data Upload : | | 0.00B / 0.00B "],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9e4b3443bc0a4d0bb9872063abe72a5b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":[" ...pload/model_state_dict.pt: 2%|1 | 15.7MB / 900MB "],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5e7df275b9b74b648389eb450ec082d5"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["🚀 Upload complete: codeShare/joycaption_beta_one_SDNQ\n"]}]},{"cell_type":"markdown","source":["# Fetch from repo and create SDNQ quantization of joycaption"],"metadata":{"id":"iZR4j5ePgT56"}},{"cell_type":"code","source":["#@markdown ## Install dependencies\n","!pip install -q transformers accelerate huggingface_hub sdnq\n","\n","print(\"✅ Ready\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1RiabWo3gXly","executionInfo":{"status":"ok","timestamp":1776967371582,"user_tz":-120,"elapsed":13770,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"85a7efc9-b946-4512-d8da-a886c2b2c945"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/104.0 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m104.0/104.0 kB\u001b[0m \u001b[31m3.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h✅ Ready\n"]}]},{"cell_type":"code","source":["#@markdown ## HF login\n","from huggingface_hub import login\n","from google.colab import userdata\n","\n","login(token=userdata.get(\"HF_TOKEN\"))"],"metadata":{"id":"gAHmyu0XgfMV","executionInfo":{"status":"ok","timestamp":1776968232714,"user_tz":-120,"elapsed":1668,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}}},"execution_count":1,"outputs":[]},{"cell_type":"code","source":["from transformers import LlavaForConditionalGeneration\n","import torch\n","\n","repo_id = \"fancyfeast/llama-joycaption-beta-one-hf-llava\"\n","\n","#out of memory error\n","model = LlavaForConditionalGeneration.from_pretrained(\n"," repo_id,\n"," torch_dtype=torch.float16,\n"," low_cpu_mem_usage=False, # IMPORTANT FIX\n"," device_map=None # IMPORTANT FIX\n",")\n","\n","print(\"✅ Base model loaded (no meta tensors)\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":141,"referenced_widgets":["827d1d07d6a24ef2a7bd555c1b68acf8","7e73c671db0945139a0e3e4f464fe1b0","3c12ad9ceb8b4a7388a5f65be1d4d8d8","4c9705bb7bc14d92a0a651a3879c3994","e30f565a12bb40a2953bf56641f7f737","bc17be9900f54d398a53e9bae0b039f1","34ea2c16d2434f7b8562f70796811ab6","4c82b3abd64d49749e1e44faa83f1ad9","25eb944255144dd6a71684762578b839","e939ff14928c45d38fd612f7ebf8dc5f","02320790609042c5b25147d2ca97610a","bb5d836887ad4e80a3ff46c3a27d6d7d","e0b6250f1c554e57befb3971c9a25181","516fecc4dda6441cadd4163bf94c850c","de4b313015a24a058cbefd3722e4d421","e3aed8521f10447b9eda02fd55c4db09","80d1a4a523c147fbbf323ddef1613b3b","f040b654d50345319d8c6bc63e5e661b","84014ef211194707b6a0426fd70b5287","3d7bc0c8ab36499da72b96e049097cba","14a815c81e3b45f38ac59369c1f0117f","adc2c258d2b44de0b8e10d22007648cc","629e485d5efb41cb8cb7aa0fcb01bac4","6b20eb375ed94b37ae367a6ad645da4b","e597437e1488495ea32b505defe91ed7","d816128fdb054c4b837217b325f59b2f","5d5c58f530b84e5ea072a625732cf829","0e5136bb13f14a799d57da4a8d0425b9","a87500b1abfa440083120862de16d4df","2fd4d688ce1f4e8c908f72a8c84bbf85","f23b16e504b74c8cb16fc74c94c54e68","97ab29439d14435097bab884ff9e395d","f0b92f0b75c84d7c8919c72b356013be"]},"id":"uA2l3syhjpm3","outputId":"8d662ea9-2d5a-4dd4-c72d-dda84fae6d65"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Downloading (incomplete total...): 0.00B [00:00, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"827d1d07d6a24ef2a7bd555c1b68acf8"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Fetching 4 files: 0%| | 0/4 [00:00\u001b[0;34m()\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mstate_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msd_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmap_location\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"cpu\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0mmissing\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munexpected\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload_state_dict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstate_dict\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstrict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Missing keys:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmissing\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36mload_state_dict\u001b[0;34m(self, state_dict, strict, assign)\u001b[0m\n\u001b[1;32m 2633\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2634\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merror_msgs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2635\u001b[0;31m raise RuntimeError(\n\u001b[0m\u001b[1;32m 2636\u001b[0m \"Error(s) in loading state_dict for {}:\\n\\t{}\".format(\n\u001b[1;32m 2637\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\\n\\t\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merror_msgs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mRuntimeError\u001b[0m: Error(s) in loading state_dict for LlavaForConditionalGeneration:\n\tWhile copying the parameter named \"model.language_model.embed_tokens.weight\", whose dimensions in the model are torch.Size([128256, 4096]) and whose dimensions in the checkpoint are torch.Size([128256, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.0.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.1.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.2.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.3.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.4.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.5.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.6.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.7.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.8.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.9.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.10.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.11.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.12.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.13.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.14.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.15.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.16.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.17.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.18.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.19.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.20.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.21.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.22.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.23.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.self_attn.q_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.self_attn.k_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.self_attn.v_proj.weight\", whose dimensions in the model are torch.Size([1024, 4096]) and whose dimensions in the checkpoint are torch.Size([1024, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.self_attn.o_proj.weight\", whose dimensions in the model are torch.Size([4096, 4096]) and whose dimensions in the checkpoint are torch.Size([4096, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.mlp.gate_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.mlp.up_proj.weight\", whose dimensions in the model are torch.Size([14336, 4096]) and whose dimensions in the checkpoint are torch.Size([14336, 4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.mlp.down_proj.weight\", whose dimensions in the model are torch.Size([4096, 14336]) and whose dimensions in the checkpoint are torch.Size([4096, 14336]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.input_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',).\n\tWhile copying the parameter named \"model.language_model.layers.24.post_attention_layernorm.weight\", whose dimensions in the model are torch.Size([4096]) and whose dimensions in the checkpoint are torch.Size([4096]), an exception occurred : ('Cannot copy out of meta tensor; no data!',)."]}]},{"cell_type":"markdown","source":["# Old attempt 4"],"metadata":{"id":"1UCmaPDDdu29"}},{"cell_type":"code","source":["import gc, torch\n","\n","model.eval()\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","print(\"🧊 Stabilized\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EfGy-ngmXCqs","executionInfo":{"status":"ok","timestamp":1776965929632,"user_tz":-120,"elapsed":11,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"a3808f69-dd39-4bd2-a986-259458c85a96"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["🧊 Stabilized\n"]}]},{"cell_type":"code","source":["from sdnq.loader import apply_sdnq_options_to_model\n","\n","print(\"⚙️ Quantizing projector\")\n","model.model.multi_modal_projector = apply_sdnq_options_to_model(\n"," model.model.multi_modal_projector,\n"," use_quantized_matmul=True\n",")\n","\n","print(\"⚙️ Quantizing LLM\")\n","model.model.language_model = apply_sdnq_options_to_model(\n"," model.model.language_model,\n"," use_quantized_matmul=True\n",")\n","\n","print(\"⚙️ Quantizing vision tower\")\n","model.model.vision_tower = apply_sdnq_options_to_model(\n"," model.model.vision_tower,\n"," use_quantized_matmul=True\n",")\n","\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","print(\"✅ SDNQ applied\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ydtyQgKzXGNj","executionInfo":{"status":"ok","timestamp":1776965942735,"user_tz":-120,"elapsed":13103,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"ae789915-4c81-4827-e5ad-5813957b3be9"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["⚙️ Quantizing projector\n","⚙️ Quantizing LLM\n","⚙️ Quantizing vision tower\n","✅ SDNQ applied\n"]}]},{"cell_type":"code","source":["import gc, torch, os\n","\n","print(\"🧹 Final cleanup before saving...\")\n","\n","gc.collect()\n","torch.cuda.empty_cache()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bj05ZD6iaST6","executionInfo":{"status":"ok","timestamp":1776965943055,"user_tz":-120,"elapsed":14,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"3db739f4-9a20-4109-895a-31a69c5594b4"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["🧹 Final cleanup before saving...\n"]}]},{"cell_type":"code","source":["import gc, torch, os\n","\n","print(\"🧹 Final cleanup...\")\n","\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","save_dir = \"/content/joycaption_sdnq\"\n","os.makedirs(save_dir, exist_ok=True)\n","\n","print(\"💾 Saving model directly from offload state...\")\n","\n","#AttributeError: LlavaForConditionalGeneration has no attribute `language_model`\n","model.save_pretrained(\n"," save_dir,\n"," safe_serialization=True,\n"," max_shard_size=\"1GB\"\n",")\n","\n","# vision_tower\n","# multi_modal_projector\n","# language_model\n","\n","\n","print(\"📦 Saved to:\", save_dir)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":843,"referenced_widgets":["07a4d903ed3743799a37e889500fc81c","c9ceb93c1f734ad5ab62fa0b39fc7e56","41ce89c27e864887a75ceb952f12d029","8f11f4e372ba4da084bea21f2b609f8a","4507a6ef43864e30b9648a4007799aa8","6c270a5a8d7f4fe3ae64232fac2426b9","6d2cc006d5dc4dbd9f3eb9a271bc05cf","4ffd9ff23a8e49d1a6ba572d08d36230","d2efa96e2df64c6fbf4ec25188274c2d","cd1364c4c1344e9a826c32f4e340745f","54166901dae345c18746b2c6a9c166d5"]},"id":"iQp_GvhMbiiv","executionInfo":{"status":"error","timestamp":1776966066436,"user_tz":-120,"elapsed":696,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"8d318c54-3a7b-4512-d9e9-93080c72249f"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["🧹 Final cleanup...\n","💾 Saving model directly from offload state...\n"]},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.12/dist-packages/transformers/modeling_utils.py:3377: UserWarning: Attempting to save a model with offloaded modules. Ensure that unallocated cpu memory exceeds the `shard_size` (50GB default)\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["Writing model shards: 0%| | 0/18 [00:00\u001b[0;34m()\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"💾 Saving model directly from offload state...\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m model.save_pretrained(\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0msafe_serialization\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/transformers/modeling_utils.py\u001b[0m in \u001b[0;36msave_pretrained\u001b[0;34m(self, save_directory, is_main_process, state_dict, push_to_hub, max_shard_size, variant, token, save_peft_format, save_original_format, **kwargs)\u001b[0m\n\u001b[1;32m 3455\u001b[0m \u001b[0;31m# or something\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3456\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_offloaded\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"meta\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3457\u001b[0;31m \u001b[0mtensor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_offloaded_parameter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_to_save\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3458\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3459\u001b[0m \u001b[0;31m# only do contiguous after it's permuted correctly in case of TP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/transformers/integrations/accelerate.py\u001b[0m in \u001b[0;36mload_offloaded_parameter\u001b[0;34m(model, param_name)\u001b[0m\n\u001b[1;32m 521\u001b[0m \u001b[0mmodules_to_check\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\".\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_parts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_parts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 522\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mparent_name\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodules_to_check\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 523\u001b[0;31m \u001b[0mparent\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_submodule\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparent_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 524\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparent\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"_hf_hook\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 525\u001b[0m \u001b[0mweights_map\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mparent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_hf_hook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweights_map\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36mget_submodule\u001b[0;34m(self, target)\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0matoms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 727\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 728\u001b[0;31m raise AttributeError(\n\u001b[0m\u001b[1;32m 729\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" has no attribute `\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\"`\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 730\u001b[0m )\n","\u001b[0;31mAttributeError\u001b[0m: LlavaForConditionalGeneration has no attribute `language_model`"]}]},{"cell_type":"markdown","source":["# Debug"],"metadata":{"id":"_wmX6h3OdPTI"}},{"cell_type":"code","source":["for name, module in model.model.named_children():\n"," print(name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UrPiPArscEvF","executionInfo":{"status":"ok","timestamp":1776966197738,"user_tz":-120,"elapsed":18,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"940de413-a5a3-4517-cd65-339185d0dfad"},"execution_count":8,"outputs":[{"output_type":"stream","name":"stdout","text":["vision_tower\n","multi_modal_projector\n","language_model\n"]}]},{"cell_type":"code","source":["print(model)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9npz4ch8cIew","executionInfo":{"status":"ok","timestamp":1776966214028,"user_tz":-120,"elapsed":47,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"c4732ef2-3ad4-415e-eb40-0def3d9d35f7"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["LlavaForConditionalGeneration(\n"," (model): LlavaModel(\n"," (vision_tower): SiglipVisionModel(\n"," (embeddings): SiglipVisionEmbeddings(\n"," (patch_embedding): Conv2d(3, 1152, kernel_size=(14, 14), stride=(14, 14), padding=valid)\n"," (position_embedding): Embedding(729, 1152)\n"," )\n"," (encoder): SiglipEncoder(\n"," (layers): ModuleList(\n"," (0-26): 27 x SiglipEncoderLayer(\n"," (layer_norm1): LayerNorm((1152,), eps=1e-06, elementwise_affine=True)\n"," (self_attn): SiglipAttention(\n"," (k_proj): Linear(in_features=1152, out_features=1152, bias=True)\n"," (v_proj): Linear(in_features=1152, out_features=1152, bias=True)\n"," (q_proj): Linear(in_features=1152, out_features=1152, bias=True)\n"," (out_proj): Linear(in_features=1152, out_features=1152, bias=True)\n"," )\n"," (layer_norm2): LayerNorm((1152,), eps=1e-06, elementwise_affine=True)\n"," (mlp): SiglipMLP(\n"," (activation_fn): GELUTanh()\n"," (fc1): Linear(in_features=1152, out_features=4304, bias=True)\n"," (fc2): Linear(in_features=4304, out_features=1152, bias=True)\n"," )\n"," )\n"," )\n"," )\n"," (post_layernorm): LayerNorm((1152,), eps=1e-06, elementwise_affine=True)\n"," (head): SiglipMultiheadAttentionPoolingHead(\n"," (attention): MultiheadAttention(\n"," (out_proj): NonDynamicallyQuantizableLinear(in_features=1152, out_features=1152, bias=True)\n"," )\n"," (layernorm): LayerNorm((1152,), eps=1e-06, elementwise_affine=True)\n"," (mlp): SiglipMLP(\n"," (activation_fn): GELUTanh()\n"," (fc1): Linear(in_features=1152, out_features=4304, bias=True)\n"," (fc2): Linear(in_features=4304, out_features=1152, bias=True)\n"," )\n"," )\n"," )\n"," (multi_modal_projector): LlavaMultiModalProjector(\n"," (linear_1): Linear(in_features=1152, out_features=4096, bias=True)\n"," (act): GELUActivation()\n"," (linear_2): Linear(in_features=4096, out_features=4096, bias=True)\n"," )\n"," (language_model): LlamaModel(\n"," (embed_tokens): Embedding(128256, 4096)\n"," (layers): ModuleList(\n"," (0-31): 32 x LlamaDecoderLayer(\n"," (self_attn): LlamaAttention(\n"," (q_proj): Linear(in_features=4096, out_features=4096, bias=False)\n"," (k_proj): Linear(in_features=4096, out_features=1024, bias=False)\n"," (v_proj): Linear(in_features=4096, out_features=1024, bias=False)\n"," (o_proj): Linear(in_features=4096, out_features=4096, bias=False)\n"," )\n"," (mlp): LlamaMLP(\n"," (gate_proj): Linear(in_features=4096, out_features=14336, bias=False)\n"," (up_proj): Linear(in_features=4096, out_features=14336, bias=False)\n"," (down_proj): Linear(in_features=14336, out_features=4096, bias=False)\n"," (act_fn): SiLUActivation()\n"," )\n"," (input_layernorm): LlamaRMSNorm((4096,), eps=1e-05)\n"," (post_attention_layernorm): LlamaRMSNorm((4096,), eps=1e-05)\n"," )\n"," )\n"," (norm): LlamaRMSNorm((4096,), eps=1e-05)\n"," (rotary_emb): LlamaRotaryEmbedding()\n"," )\n"," )\n"," (lm_head): Linear(in_features=4096, out_features=128256, bias=False)\n",")\n"]}]},{"cell_type":"code","source":["print(\"DIRECT getattr check:\")\n","print(hasattr(model.model, \"language_model\"))\n","\n","print(\"\\nMODULE REGISTRY check:\")\n","print(\"language_model\" in model.model._modules)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I50cLwBxcxPT","executionInfo":{"status":"ok","timestamp":1776966380226,"user_tz":-120,"elapsed":9,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"41e83a95-cf09-4eee-b067-8aaaedd83d25"},"execution_count":10,"outputs":[{"output_type":"stream","name":"stdout","text":["DIRECT getattr check:\n","True\n","\n","MODULE REGISTRY check:\n","True\n"]}]},{"cell_type":"code","source":["for name, _ in model.model._modules.items():\n"," print(\"registered:\", name)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WJ1iWTcmdAWf","executionInfo":{"status":"ok","timestamp":1776966442034,"user_tz":-120,"elapsed":10,"user":{"displayName":"gfuku63","userId":"10213382542081034600"}},"outputId":"2a5d00dc-280c-4c5a-d88f-02a1ab2dbec3"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["registered: vision_tower\n","registered: multi_modal_projector\n","registered: language_model\n"]}]},{"cell_type":"markdown","source":["# Old attempt 3"],"metadata":{"id":"dZ0wGgqNW6Zo"}},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6QShrmt39jCS","executionInfo":{"status":"ok","timestamp":1776961333184,"user_tz":-120,"elapsed":87582,"user":{"displayName":"Nnekos4Lyfe","userId":"11521490251288716219"}},"outputId":"3fb59409-4151-4510-f940-764285f22e36"},"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.4/10.4 MB\u001b[0m \u001b[31m84.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m645.5/645.5 kB\u001b[0m \u001b[31m42.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m104.0/104.0 kB\u001b[0m \u001b[31m9.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.0/5.0 MB\u001b[0m \u001b[31m94.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h✅ Setup complete\n"]}],"source":["# Mount + HF login\n","from google.colab import drive, userdata\n","from huggingface_hub import login\n","import torch, os, gc\n","\n","drive.mount('/content/drive')\n","\n","hf_token = userdata.get('HF_TOKEN')\n","if hf_token:\n"," login(token=hf_token)\n","\n","# Clean + install\n","!pip uninstall -y diffusers > /dev/null 2>&1\n","!pip install -q --upgrade transformers accelerate huggingface_hub\n","!pip install -q sdnq\n","\n","print(\"✅ Setup complete\")"]},{"cell_type":"code","source":["from transformers import LlavaForConditionalGeneration, AutoConfig\n","import torch, gc\n","\n","model = LlavaForConditionalGeneration.from_pretrained(\n"," local_repo,\n"," torch_dtype=torch.float16,\n"," device_map=\"auto\", # key fix\n"," offload_folder=\"/content/offload\",\n"," offload_state_dict=True,\n"," low_cpu_mem_usage=True\n",")\n","\n","gc.collect()\n","torch.cuda.empty_cache()\n","\n","print(\"💽 Model loaded with CPU offload (no distributed backend)\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":105,"referenced_widgets":["c19edd1a84334257af5de1b33bfca658","98e0c13cd55640ac975b4f6cb366f1e3","2a821ce9cd474cbd8eb3ec57fd28bcc8","4d253c7c8a2d4aa7895dd27618c32787","543d422ba9a44340bdd8a5074f9011e2","2e8f5356d827493693efdbbc139dcb04","f267e6e1304149b8861360c8dff5a5fd","719a1053d0bf4677a46a159d5c32c6fe","78104ffe509c4ee0bf438eefe402b49c","b0969094dfd74600a8323d2498399b08","6cbde6040af444daa9f14cc0a208bf28"]},"id":"XcZECPuLMc-B","executionInfo":{"status":"ok","timestamp":1776962182754,"user_tz":-120,"elapsed":78738,"user":{"displayName":"Nnekos4Lyfe","userId":"11521490251288716219"}},"outputId":"7a68e66c-6bbc-4881-aa76-7218993effe8"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["Loading weights: 0%| | 0/743 [00:00\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0msave_dir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"/content/joycaption_sdnq\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave_pretrained\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msave_dir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"📦 SDNQ model saved to:\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msave_dir\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/transformers/modeling_utils.py\u001b[0m in \u001b[0;36msave_pretrained\u001b[0;34m(self, save_directory, is_main_process, state_dict, push_to_hub, max_shard_size, variant, token, save_peft_format, save_original_format, **kwargs)\u001b[0m\n\u001b[1;32m 3455\u001b[0m \u001b[0;31m# or something\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3456\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_offloaded\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"meta\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3457\u001b[0;31m \u001b[0mtensor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_offloaded_parameter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_to_save\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3458\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3459\u001b[0m \u001b[0;31m# only do contiguous after it's permuted correctly in case of TP\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/transformers/integrations/accelerate.py\u001b[0m in \u001b[0;36mload_offloaded_parameter\u001b[0;34m(model, param_name)\u001b[0m\n\u001b[1;32m 521\u001b[0m \u001b[0mmodules_to_check\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m\".\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_parts\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0midx\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0midx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_parts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+\u001b[0m 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\u001b[0mparent\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_hf_hook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mweights_map\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py\u001b[0m in \u001b[0;36mget_submodule\u001b[0;34m(self, target)\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;32min\u001b[0m \u001b[0matoms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 727\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 728\u001b[0;31m raise AttributeError(\n\u001b[0m\u001b[1;32m 729\u001b[0m \u001b[0mmod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\" has no attribute `\"\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mitem\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m\"`\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 730\u001b[0m )\n","\u001b[0;31mAttributeError\u001b[0m: LlavaForConditionalGeneration has no attribute `language_model`"]}]},{"cell_type":"markdown","source":["# attempt 3"],"metadata":{"id":"XZ6F8OoQUzSq"}},{"cell_type":"code","source":["from huggingface_hub import snapshot_download\n","\n","MODEL_ID = \"fancyfeast/llama-joycaption-beta-one-hf-llava\"\n","\n","local_repo = snapshot_download(\n"," repo_id=MODEL_ID,\n"," local_dir=\"/content/llava_snapshot\",\n"," local_dir_use_symlinks=False\n",")\n","\n","print(\"📦 Snapshot complete:\", local_repo)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":183,"referenced_widgets":["0f5e759d53a64b6c9d08804321a17827","7cc91ac395954e3b975254c26a9b46d6","44bd130a312e47f8991e9cfafb12052e","3dd638776c754b07bc3b92afa5c67371","f1250af1939a4f5f88353e9ad8616b42","30e82eabab664dd2836a84fa6ab8c742","f295b67714914eb8918da0af92e07059","956be771b7284198b9f34d3619a2c08b","0e39e35a62be48b7b1707c924ec05e4a","39de2d2d75e5429aa7561e35b3d1f7ad","94bb435c7e7348e59308c5779e74fae1","1b08c001cc744c8485e346b55c83ce39","039b73c684f94daa9f0fd5ad8eb1ab2c","e6a4955f461c495bafc43147b339272f","3f2196ca72094b7d9028a8700273393a","1a8704274c574d519e870babb584f9b7","d23f9fcd3664483fb82501466e8df5c2","69ba28aaa2bd44258af3472a83c8bf2a","2c60b621da63424e84814a1a18c33dd5","482ee831aad8464ca35e9a66f55e0c7f","845d1cb2521c4cf58aba5a60573c6625","be3d970fec1e4753b7845883393cd953"]},"id":"ZGUmCKJDJGsH","executionInfo":{"status":"ok","timestamp":1776961972219,"user_tz":-120,"elapsed":419,"user":{"displayName":"Nnekos4Lyfe","userId":"11521490251288716219"}},"outputId":"c0a43a04-959d-47f7-cbef-8f2d0df0cdb2"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_validators.py:205: UserWarning: The `local_dir_use_symlinks` argument is deprecated and ignored in `snapshot_download`. Downloading to a local directory does not use symlinks anymore.\n"," warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["Downloading (incomplete total...): 0.00B [00:00, ?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0f5e759d53a64b6c9d08804321a17827"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Fetching 17 files: 0%| | 0/17 [00:00\u001b[0;34m()\u001b[0m\n\u001b[1;32m 25\u001b[0m )\n\u001b[1;32m 26\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 27\u001b[0;31m model = load_checkpoint_and_dispatch(\n\u001b[0m\u001b[1;32m 28\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mMODEL_ID\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/accelerate/big_modeling.py\u001b[0m in \u001b[0;36mload_checkpoint_and_dispatch\u001b[0;34m(model, checkpoint, device_map, max_memory, no_split_module_classes, offload_folder, offload_buffers, dtype, offload_state_dict, skip_keys, preload_module_classes, force_hooks, strict, full_state_dict, broadcast_from_rank0)\u001b[0m\n\u001b[1;32m 636\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0moffload_state_dict\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mdevice_map\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m\"disk\"\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdevice_map\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 637\u001b[0m \u001b[0moffload_state_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 638\u001b[0;31m load_checkpoint_in_model(\n\u001b[0m\u001b[1;32m 639\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 640\u001b[0m \u001b[0mcheckpoint\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.12/dist-packages/accelerate/utils/modeling.py\u001b[0m in \u001b[0;36mload_checkpoint_in_model\u001b[0;34m(model, checkpoint, device_map, offload_folder, dtype, offload_state_dict, offload_buffers, keep_in_fp32_modules, offload_8bit_bnb, strict, full_state_dict, broadcast_from_rank0)\u001b[0m\n\u001b[1;32m 1900\u001b[0m )\n\u001b[1;32m 1901\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1902\u001b[0;31m raise ValueError(\n\u001b[0m\u001b[1;32m 1903\u001b[0m \u001b[0;34m\"`checkpoint` should be the path to a file containing a whole state dict, or the index of a sharded \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1904\u001b[0m \u001b[0;34mf\"checkpoint, or a folder containing a sharded checkpoint or the whole state dict, but got {checkpoint}.\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mValueError\u001b[0m: `checkpoint` should be the path to a file containing a whole state dict, or the index of a sharded checkpoint, or a folder containing a sharded checkpoint or the whole state dict, but got fancyfeast/llama-joycaption-beta-one-hf-llava."]}]},{"cell_type":"code","source":["from huggingface_hub import create_repo, upload_folder\n","import os\n","\n","repo_id = \"codeShare/Joycaption-Beta-One-SNDQ\"\n","local_dir = \"/content/joycaption_sdnq\"\n","\n","# Save locally first\n","model.save_pretrained(local_dir)\n","processor.save_pretrained(local_dir)\n","\n","print(\"📦 Model saved locally\")\n","\n","# Create repo (won't fail if it already exists)\n","create_repo(\n"," repo_id=repo_id,\n"," token=hf_token,\n"," exist_ok=True,\n"," private=False # change to True if you want private\n",")\n","\n","print(f\"🚀 Uploading to HF: {repo_id}\")\n","\n","upload_folder(\n"," repo_id=repo_id,\n"," folder_path=local_dir,\n"," path_in_repo=\"\",\n"," commit_message=\"Add SDNQ quantized JoyCaption Beta One\",\n"," token=hf_token\n",")\n","\n","print(\"✅ Upload complete!\")"],"metadata":{"id":"FBmfKcLD-J-j"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# Inferance"],"metadata":{"id":"PCf0zIHNC4ZI"}},{"cell_type":"code","execution_count":null,"metadata":{"cellView":"form","id":"FQF71-mvmlc1"},"outputs":[],"source":["# ================================================\n","#@title 🔌 Auto Disconnect Colab Session\n","# ================================================\n","\n","enable = False #@param {type:'boolean'}\n","if enable:\n"," print(\"🔌 Disconnecting Colab session in 3 seconds...\")\n"," import time\n"," time.sleep(3)\n","\n"," from google.colab import runtime\n"," runtime.unassign()\n","\n"," print(\"Session disconnected.\")"]},{"cell_type":"code","execution_count":null,"metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"id":"OXGhsHQwWue_","outputId":"5473fc3e-6605-4e11-b742-b85c1a80f6d3"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/drive\n","🧹 Removing old diffusers...\n","🔄 Installing latest diffusers...\n"," Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n"," Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n"," Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"," Building wheel for diffusers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"]}],"source":["# =============================================================================\n","#@markdown # **CELL 1**: Mount Drive + HF auth\n","# =============================================================================\n","\n","from google.colab import drive, userdata\n","from huggingface_hub import login\n","import torch\n","import os\n","import gc\n","import shutil\n","\n","drive.mount('/content/drive')\n","\n","hf_token = userdata.get('HF_TOKEN')\n","if hf_token:\n"," login(token=hf_token)\n","else:\n"," print(\"⚠️ No HF_TOKEN found in secrets.\")\n","\n","print(\"🧹 Removing old diffusers...\")\n","!pip uninstall -y diffusers > /dev/null 2>&1\n","!rm -rf /usr/local/lib/python3.12/dist-packages/diffusers* ~/.cache/pip/*diffusers*\n","\n","print(\"🔄 Installing latest diffusers...\")\n","!pip install -q git+https://github.com/huggingface/diffusers.git --force-reinstall --no-deps\n","!python -m pip cache purge\n","\n","print(\"✅ Cell 1 complete!\")"]},{"cell_type":"code","execution_count":null,"metadata":{"cellView":"form","id":"K13pRro0lxAw"},"outputs":[],"source":["#@title Set path to zip file on your drive , and set klein edit prompt\n","input_zip_path = '/content/drive/MyDrive/damz.zip' #@param {type:'string'}\n","zip_path = input_zip_path\n","edit_prompt = 'describe this image' #@param }¥{type:'string'}"]},{"cell_type":"code","source":["# =============================================================================\n","#@markdown # **CELL 2**: Fixed settings\n","# =============================================================================\n","\n","use_txt_prompts = False #@param {type:\"boolean\"}\n","debug = False #@param {type:\"boolean\"}\n","\n","max_new_tokens = 128 #@param {type:\"slider\", min:32, max:512, step:32}\n","temperature = 0.7 #@param {type:\"slider\", min:0.1, max:1.5, step:0.1}\n","\n","print(\"✅ Settings loaded\")\n","print(f\" Use .txt prompts: {use_txt_prompts}\")\n","print(f\" Debug mode: {debug}\")\n","print(f\" Max tokens: {max_new_tokens}\")"],"metadata":{"id":"Z8TEHrQD_qQv"},"execution_count":null,"outputs":[]}]} \ No newline at end of file