diff --git a/LICENSE-CN.txt b/LICENSE-CN.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7fc3e12686f789c312555a87ad89e7448b2a9a7 --- /dev/null +++ b/LICENSE-CN.txt @@ -0,0 +1,26 @@ +StepFun模型许可证1.0版 + +版权所有 (c) 2026 StepFun AI +1.权利的授予 +受限于本许可证的条款和条件，StepFun AI特此授予您一项永久的（受第5节约束）、全球性的、非排他的、免交易费的、免许可费的许可，以使用、复制、分发和分许可模型卡（“模型卡”）中所标识的StepFun模型，包括其权重、参数、配置、分词器、模型专用代码及文档（合称“本模型”），并修改本模型及制作其衍生成果。 + +StepFun AI及每个贡献者特此授予您一项永久的（受第5节约束）、全球性的、非排他的、免交易费的、免许可费的专利许可，以制造、委托制造、使用、许诺销售、销售、进口及以其他方式转移本模型和衍生成果，该许可仅及于StepFun AI或贡献者各自有权许可、且为StepFun AI或贡献者所提供形式的本模型或衍生成果所必然侵犯的专利权利要求。如果您对任何实体提起专利诉讼（包括在诉讼中提起交叉诉讼或反诉），主张按照StepFun AI或贡献者所提供形式的本模型或衍生成果构成专利的直接侵权或帮助侵权，则本专利许可自该诉讼提起之日起终止。 + +“衍生成果”系指经微调、蒸馏、合并、量化、剪枝、持续预训练或以其他方式修改而成的、复制或包含本模型实质部分的模型。仅通过API调用本模型的独立应用程序，并不构成衍生成果。在实质程度上基于本模型输出训练而成的模型，视为复制或包含了本模型的实质部分。“贡献者”系指制作衍生成果并在本许可证下分发或以其他方式提供该衍生成果的任何个人或法人实体。 +2.条件 +（a）再分发。当您分发本模型或衍生成果时，您必须提供本许可证的副本，保留所有版权、专利、商标和权属声明，以显著的声明标明您所作的修改，包含随本模型提供的任何NOTICE文件，并提供模型卡或其链接。NOTICE文件中的内容仅为提供信息，并不修改本许可证。您可以在您分发的衍生成果中添加您自己的权属声明，与本模型的NOTICE文本并列或作为其附件，只要该声明不被解释为修改本许可证。 + +（b）署名。如果在任何自然月内，您或您关联方提供的、使用或包含本模型或衍生成果的任何商业产品或服务的活跃用户超过100,000,000人，或产生的收入超过20,000,000美元（或其他货币的等值金额），则您此后必须在该产品或服务的用户界面（包括“关于”页面）及其用户协议或产品文档中显著展示“Powered by StepFun AI”（或StepFun AI书面指定的模型名称），其显著程度不得低于任何其他第三方组件声明，并在相关文档中保留模型名称及许可证声明。 + +（c）商业许可。在您或您关联方实施下列行为之前，您必须与StepFun AI另行签订商业许可协议：（i）作为向终端用户供应硬件设备（包括但不限于手机、车辆、智能眼镜、可穿戴设备、机器人或智能家居设备）的制造商或品牌所有者，首次将本模型或任何衍生成果的能力作为该等设备或其配套服务的功能进行商业化提供，无论直接提供或通过代表您或您关联方行事的第三方提供，无论部署于设备上、远程部署或部署于随设备供应的基础设施上，亦无论在出厂时交付或此后通过激活、下载或更新交付；或（ii）在您或您任何关联方经营MaaS业务期间，将本模型或任何衍生成果用于任何商业目的，且您及您关联方在任何连续十二个月期间内所有业务的合并收入超过20,000,000美元（或其他货币的等值金额）。 +本第2（c）节不适用于不向任何第三方提供本模型或衍生成果、或其输出或底层能力的内部使用，亦不适用于通过StepFun AI认证的分发渠道获取的本模型或任何衍生成果在该认证范围内的使用。 +“模型即服务”（MaaS）系指向第三方提供对本模型或衍生成果的推理或微调访问（包括通过API），且该第三方对输入、参数或训练数据拥有实质性控制。将本模型的能力嵌入特定终端用户功能而不向第三方提供该等控制，或仅将请求转发至其他提供方的模型，均不构成MaaS。 +3.合规与商标 +您应自行负责遵守所有适用的法律法规，包括关于数据、隐私、网络安全、安全、出口管制、制裁、消费者保护及特定行业合规的法律法规，并在您使用、修改或分发本模型或任何衍生成果的过程中尊重第三方权利。本许可证不授予使用StepFun AI的商号、商标、服务标志或产品名称的许可，但在描述本模型来源时的合理和习惯用法以及第2（b）节所要求的有限展示除外。您不得声明或暗示StepFun AI为您或您的产品或服务背书。 +4.免责声明与责任限制 +除非所适用法律要求或经书面同意：（A）本模型及任何衍生成果均“按原样”提供，没有任何明示或默示的保证或条件，包括关于所有权、不侵权、适销性或特定目的适用性的任何保证或条件，以及关于任何输出的准确性、可靠性或质量的任何保证或条件，您自行负责确认使用或再分发本模型或任何衍生成果的适当性，并承担与您行使本许可证下所授许可相关的任何风险；（B）在任何情况和任何法律理论下，无论在侵权（包括过失）、合同或其他方面，StepFun AI、其关联方或任何贡献者均不对您的损失承担责任，包括因本许可证或因使用或无法使用本模型、任何衍生成果或任何输出而导致的任何直接的、间接的、特殊的、偶然的或继发性的损失。 +5.终止 +对本许可证的任何重大违反，将终止本许可证项下授予您的权利。如您在StepFun AI发出书面通知后三十（30）日内纠正该违反行为，或StepFun AI书面确认恢复，则您的权利将得以恢复。终止后，您必须立即停止使用并销毁您所持有的本模型及任何衍生成果的所有副本，但在终止前合法获取副本的合规接收者可继续行使其在本许可证下的权利。 +6.其他 +本许可证的英文版本优先于任何译本。如对本许可证有任何疑问，请联系license@stepfun.ai。 +条款和条件结束 diff --git a/LICENSE.txt b/LICENSE.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a42e9232fa42bc2a9d32482ec8daf8fb303d3b7 --- /dev/null +++ b/LICENSE.txt @@ -0,0 +1,41 @@ +StepFun Model License 1.0 + +Copyright (c) 2026 StepFun AI + +1. Grant of Rights + +Subject to the terms and conditions of this License, StepFun AI hereby grants You a perpetual (subject to Section 5), worldwide, non-exclusive, no-charge, royalty-free license to use, copy, distribute, and sublicense the StepFun model identified in the model card (the "Model Card"), including its weights, parameters, configuration, tokenizer, model-specific code, and documentation (collectively, the "Model"), and to modify the Model and create Derivative Works thereof. + +StepFun AI and each Contributor hereby grant You a perpetual (subject to Section 5), worldwide, non-exclusive, no-charge, royalty-free patent license to make, have made, use, offer to sell, sell, import, and otherwise transfer the Model and Derivative Works, where such license applies only to those patent claims licensable by StepFun AI or such Contributor, respectively, that are necessarily infringed by the Model or a Derivative Work, in each case in the form provided by StepFun AI or such Contributor. This patent license terminates as of the date You institute patent litigation against any entity (including a cross-claim or counterclaim in a lawsuit) alleging that the Model or a Derivative Work in the form provided by StepFun AI or such Contributor constitutes direct or contributory patent infringement. + +"Derivative Work" means a fine-tuned, distilled, merged, quantized, pruned, continually pre-trained, or otherwise modified model that reproduces or contains a substantial part of the Model. A separate application that only calls the Model through an API is not a Derivative Work solely for that reason. A model trained to a material extent on outputs of the Model is deemed to reproduce or contain a substantial part of the Model. "Contributor" means any individual or legal entity that creates a Derivative Work and distributes or otherwise makes it available under this License. + +2. Conditions + +(a) Redistribution. When You distribute the Model or a Derivative Work, You must provide a copy of this License, retain all copyright, patent, trademark, and attribution notices, identify Your modifications with prominent notices, include any NOTICE file supplied with the Model, and provide the Model Card or a link to it. The contents of any NOTICE file are for informational purposes only and do not modify this License. You may add Your own attribution notices within Derivative Works that You distribute, alongside or as an addendum to the NOTICE text from the Model, provided that such notices cannot be construed as modifying this License. + +(b) Attribution. 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You must enter into a separate commercial license agreement with StepFun AI before You or Your affiliates: (i) acting as a manufacturer or brand owner of hardware devices (including, without limitation, phones, vehicles, smart glasses, wearables, robots, or smart-home devices) supplied to end users, first make the capabilities of the Model or any Derivative Work commercially available as a feature of those devices or their accompanying services, whether directly or through third parties acting on Your or their behalf, whether deployed on the device, remotely, or on infrastructure supplied with the device, and whether delivered at shipment or later by activation, download, or update; or (ii) use the Model or any Derivative Work for any commercial purpose while You or any of Your affiliates operate a MaaS business, if the combined revenue of You and Your affiliates from all sources exceeds US$20,000,000 (or the equivalent in another currency) over any consecutive twelve-month period. + +This Section 2(c) does not apply to internal use that does not make the Model or a Derivative Work, or the outputs or underlying capabilities thereof, available to any third party, or to use of the Model or any Derivative Work obtained through a distribution channel certified by StepFun AI, within the scope of such certification. + +"Model as a Service" (MaaS) means giving a third party inference or fine-tuning access to the Model or a Derivative Work, including through an API, where the third party has meaningful control over inputs, parameters, or training data. Neither embedding the Model's capabilities in a specific end-user feature without giving that control to a third party, nor merely relaying requests to another provider's model, constitutes MaaS. + +3. Compliance and Trademarks + +You are solely responsible for complying with all applicable laws and regulations, including those relating to data, privacy, security, safety, export control, sanctions, consumer protection, and sector-specific compliance, and for respecting third-party rights in connection with Your use, modification, or distribution of the Model or any Derivative Work. This License does not grant permission to use the trade names, trademarks, service marks, or product names of StepFun AI, except for reasonable and customary use in describing the origin of the Model and the limited display required by Section 2(b). You must not state or imply that StepFun AI endorses You or Your products or services. + +4. 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For any questions regarding this License, please contact license@stepfun.ai. + +END OF TERMS AND CONDITIONS diff --git a/README.md b/README.md index 154df8298fab5ecf322016157858e08cd1bccbe1..a240ac0e4b04a0e1a2c57cac2a71780d2de216b5 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,184 @@ --- -license: apache-2.0 +license: other +license_link: https://huggingface.co/stepfun-ai/Step-5-Preview-NVFP4/blob/main/LICENSE.txt +base_model: +- stepfun-ai/Step-5-Preview +base_model_relation: quantized --- + +

+ StepFun logo +

+ +

Step 5 Preview — NVFP4

+ +

+ StepFun's flagship model for agentic work — NVFP4 checkpoint for NVIDIA Blackwell +

+ +

+ 600B total parameters  ·  27B active parameters  ·  Up to 1M context +

+ +

+ Model Page + Documentation + API Platform +

+ +

+ Introduction  ·  + Capabilities  ·  + Specifications  ·  + NVFP4  ·  + Performance  ·  + Deployment  ·  + Resources +

+ +--- + +## Introduction + +This repository hosts the **NVFP4 quantization** of Step 5 Preview, built in collaboration with NVIDIA for NVIDIA Blackwell GPUs. For the FP8 release checkpoint and the standalone Transformers reference implementation, see [stepfun-ai/Step-5-Preview](https://huggingface.co/stepfun-ai/Step-5-Preview); for BF16, see [stepfun-ai/Step-5-Preview-BF16](https://huggingface.co/stepfun-ai/Step-5-Preview-BF16). + +Step 5 Preview is StepFun's flagship model for agentic work. It delivers frontier-level performance across software engineering and professional knowledge work, with particular strength in finance. + +Step 5 Preview is a sparse Mixture-of-Experts (MoE) model with 600B total parameters and 27B active parameters. It supports up to 1 million tokens of context and accepts text, images, and video, enabling sustained reasoning and tool use across complex tasks. + +## Key Capabilities + +### Software Engineering + +Step 5 Preview supports repository-level software engineering, frontend and visual development, and programming for devices. It can navigate large codebases, coordinate changes across files, run and verify code, and iterate on the results. + +### Long-Horizon Agentic Execution + +Step 5 Preview can carry out tasks that require repeated tool calls, execution, verification, and revision, drawing on long-context information throughout the workflow. + +### Professional Knowledge Work + +The model combines research, multimodal understanding, and tool use to analyze long documents, charts, screenshots, images, and video, and produce structured reports and analyses. + +### A Focus on Finance + +Step 5 Preview is particularly strong in financial tasks that combine quantitative reasoning with analysis of financial data and supporting documents. + +## Model Specifications + +| Specification | Step 5 Preview — NVFP4 | +| --- | --- | +| Architecture | Sparse Mixture-of-Experts (MoE) | +| Total Parameters | 600B | +| Active Parameters | 27B | +| Context Window | Up to 1M tokens | +| Maximum Output | Up to 1M tokens | +| Input | Text, image | +| Output | Text | +| Weights | NVFP4 (~395 GB on disk) | + +## NVFP4 Quantization + +This checkpoint was quantized with the [NVIDIA TensorRT Model Optimizer](https://github.com/NVIDIA/TensorRT-Model-Optimizer) (ModelOpt 0.47). + +- **Format.** NVFP4 is a 4-bit floating-point format with two-level microscaling: an FP8 scale per 16-element group plus a per-tensor scale. Linear and MoE expert weights are stored in NVFP4. +- **Precision-sensitive modules are preserved.** Embeddings, `lm_head`, final norm, the early dense layers, attention projections, shared experts, and MoE router gates remain in the original precision. The KV cache is not quantized. +- **Footprint.** Roughly 35% smaller than the FP8 checkpoint (~395 GB vs. ~600 GB), leaving more HBM for KV cache at long context. +- **Hardware.** NVFP4 GEMMs require NVIDIA Blackwell GPUs (B200 / GB200 / GB300 / RTX PRO 6000 Blackwell). Serving is supported through vLLM. + +Accuracy was validated against the FP8 release checkpoint across reasoning, coding, agentic, and multimodal benchmarks. + +## Performance + +The following results summarize Step 5 Preview's performance across coding, agentic tasks, professional knowledge work, and finance. Scores shown are for the Step 5 Preview release checkpoint. + +

+ Step 5 Preview benchmark results across coding, agentic tasks, professional knowledge work, and finance +

+ +### Evaluation Notes + +- Recommended inference settings: `temperature=1.0`, `top_p=0.95`, `top_k=0`. +- Step 5 Preview results shown above use the **High** reasoning setting. +- GDPval-AA v2.1 scores are based on results from [Artificial Analysis](https://artificialanalysis.ai/) as of September 20, 2026. +- DeepSWE v1.1 evaluations use the [SWE-agent](https://github.com/SWE-agent/SWE-agent) harness with `temperature=1.0` and `top_p=0.95`. + +For evaluation context, methodology, and detailed case studies, see the [Step 5 Preview Model Page](https://www.stepfun.com/step-5-preview). + +## Deployment + +The NVFP4 checkpoint is served through an OpenAI-compatible API with vLLM on NVIDIA Blackwell GPUs. For FP8 and BF16 deployment (vLLM, SGLang, and the standalone Transformers implementation), see [stepfun-ai/Step-5-Preview](https://huggingface.co/stepfun-ai/Step-5-Preview). + +Use a framework build that includes Step 5 Preview support, including the reasoning, tool-call, and speculative decoding features used in the serving commands. + +### Deployment at a Glance + +| Framework | Precision | Hardware | Parallelism | Interface | +| --- | --- | --- | --- | --- | +| vLLM | NVFP4 | 4× B200-class GPUs (one GB200 node) | TP4 | OpenAI-compatible API | +| vLLM | NVFP4 | 8× Blackwell GPUs | TP8 | OpenAI-compatible API | + +These example configurations are sized for the deployments below. Actual memory requirements, usable context length, and concurrency vary with the inference framework and KV cache allocation; with more aggregate HBM (e.g., TP8), longer context windows are possible. + +### vLLM + +#### Environment Setup + +We recommend using the official vLLM Docker image: + +```bash +docker pull vllm/vllm-openai:latest +``` + +After pulling the image, follow the [vLLM Docker guide](https://docs.vllm.ai/en/latest/deployment/docker/) to start a GPU-enabled container with access to your model weights, then run the command below inside it. + +
+NVFP4: 4× B200-class GPUs, TP4 + +To serve the NVFP4 checkpoint on four Blackwell GPUs with 256K context, run the following command. It serves the model as `step5`: + +```bash +vllm serve stepfun-ai/Step-5-Preview-NVFP4 \ + --served-model-name "step5" \ + --tensor-parallel-size 4 \ + --max-model-len 262144 \ + --max-num-batched-tokens 16384 \ + --max-num-seqs 32 \ + --gpu-memory-utilization 0.90 \ + --block-size 64 \ + --enable-prefix-caching \ + --spec-method mtp \ + --spec-tokens 3 \ + --reasoning-parser step5 \ + --enable-auto-tool-choice \ + --tool-call-parser step5 +``` + +For eight GPUs, set `--tensor-parallel-size 8` and increase `--max-model-len` as HBM allows. + +
+ +### Send a Request + +Once the server is ready: + +```bash +export BASE_URL="http://localhost:8000" +curl "$BASE_URL/v1/chat/completions" \ + -H "Content-Type: application/json" \ + -d '{ + "model": "step5", + "messages": [ + {"role": "user", "content": "Please introduce tensor parallelism."} + ] + }' +``` + +## Resources + +- [Step 5 Preview (FP8)](https://huggingface.co/stepfun-ai/Step-5-Preview) — FP8 release checkpoint, SGLang and Transformers deployment, reference implementation. +- [Step 5 Preview (BF16)](https://huggingface.co/stepfun-ai/Step-5-Preview-BF16) — BF16 checkpoint. +- [Step 5 Preview Model Page](https://www.stepfun.com/step-5-preview) — Model overview, evaluation context, and long-horizon case studies. +- [Documentation](https://platform.stepfun.ai/docs/en/guides/models/step-5-preview) — Official documentation and developer guides. +- [API Platform](https://platform.stepfun.ai/) — Model access and platform services. +- [StepFun Website](https://www.stepfun.com/) — 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if ns.needs_text_separator %}{{- ' ' }}{% endif %}{{- item['value'] if 'value' in item else item['text'] }}{% set ns.needs_text_separator = true %}{% elif item.type == 'image' %}{% set ns.needs_text_separator = false %}{% endif %}{% endfor %}{% endif %}{% endmacro %} +{{bos_token}}{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if reasoning_effort is defined %} + {{- "Reasoning: " + reasoning_effort + '\n\n' }} + {%- endif %} + {%- if messages[0].role == 'system' %} + {{- render_message_content(messages[0]) + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou have access to the following functions in JSONSchema format:\n\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson(ensure_ascii=False) }} + {%- endfor %} + {{- "\n\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n\n\n\nvalue_1\n\n\nThis is the value for the second parameter\nthat can span\nmultiple lines\n\n\n\n\n\nReminder:\n- Function calls MUST follow the specified format: an inner \n...\n block must be nested within \n...\n XML tags\n- Required parameters MUST be specified\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' }} + {%- if reasoning_effort is defined %} + {{- "Reasoning: " + reasoning_effort + '\n\n' }} + {%- endif %} + {{- render_message_content(messages[0]) + '<|im_end|>\n' }} + {%- elif reasoning_effort is defined %} + {{- '<|im_start|>system\n' + "Reasoning: " + reasoning_effort + '\n\n' + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set preserve_thinking = preserve_thinking | default(true) %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and render_message_content(message) is string and not(render_message_content(message).startswith('') and render_message_content(message).endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- set content = render_message_content(message) %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {%- set role_name = 'observation' if (message.role == "system" and not loop.first and message.name == 'observation') else message.role %} + {{- '<|im_start|>' + role_name + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- else %} + {%- set reasoning_content = '' %} + {%- endif %} + {%- endif %} + {%- if preserve_thinking or loop.index0 > ns.last_query_index %} + {{- '<|im_start|>' + message.role + '\n' }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' }} + {%- endif %} + {%- generation %} + {%- if preserve_thinking or loop.index0 > ns.last_query_index %} + {{- reasoning_content + '' + content }} + {%- else %} + {{- content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n' }} + {%- if tool_call.arguments is defined %} + {%- set arguments = tool_call.arguments | fromjson if tool_call.arguments is string else tool_call.arguments %} + {%- for args_name, args_value in arguments|items %} + {{- '\n' }} + {%- set args_value = args_value | tojson(ensure_ascii=False) | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %} + {{- args_value }} + {{- '\n\n' }} + {%- endfor %} + {%- endif %} + {{- '\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- endgeneration %} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>tool_response\n' }} + {%- endif %} + {{- '' }} + {{- content }} + {{- '' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..1ac65b94e3edd8abd8b26040df24c8ef54d56004 --- /dev/null +++ b/config.json @@ -0,0 +1,1070 @@ +{ + "architectures": [ + "Step5ForConditionalGeneration" + ], + "model_type": "step5_vl", + "im_end_token": "", + "im_patch_token": "", + "im_start_token": "", + "image_token_len": 169, + "patch_token_len": 81, + "image_token_id": 128001, + "understand_projector_stride": 2, + "use_im_start_end": "true", + "vision_select_layer": -1, + "projector_bias": false, + "vision_config": { + "model_type": "perception_encoder", + "image_size": 728, + "patch_size": 14, + "width": 1536, + "layers": 47, + "heads": 16, + "pool_type": "none", + "output_dim": null, + "use_cls_token": false, + "ls_init_value": 0.1, + "use_ln_post": false, + "hidden_act": "quick_gelu" + }, + "text_config": { + "architectures": [ + "Step5ForCausalLM" + ], + "model_type": "step5", + "att_impl_type": "GQA", + "torch_dtype": "bfloat16", + "norm_dtype": "float32", + "bos_token_id": 0, + "eos_token_id": [ + 1, + 2 + ], + "hidden_size": 4096, + "intermediate_size": 13824, + "num_hidden_layers": 92, + "vocab_size": 128896, + "rms_norm_eps": 1e-05, + "fp32_residual_connection": true, + "num_attention_heads": 64, + "num_attention_groups": 4, + "num_sliding_attention_heads": 64, + "head_dim": 192, + "head_dim_full_attention": 192, + "head_dim_sliding_attention": 192, + "num_attention_groups_full_attention": 4, + "num_attention_groups_sliding_attention": 4, 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63267, + "Ġweakly": 63268, + "Ġprzeci": 63269, + "Ġtrif": 63270, + "óln": 63271, + "Ġstriving": 63272, + "çĺŁ": 63273, + "æĹģéĤĬ": 63274, + "Ġbiomedical": 63275, + "cimiento": 63276, + "زÙĬد": 63277, + "ĠBelarus": 63278, + "ÅĤoÅĽci": 63279, + "åĩĨç¡®çļĦ": 63280, + "/:": 63281, + "istä": 63282, + "ĠJill": 63283, + "Ġdieta": 63284, + ".servlet": 63285, + "éĤ£äºĽäºº": 63286, + "/SEDAC": 63287, + "aqu": 63288, + "ĠHond": 63289, + "-dev": 63290, + "Linux": 63291, + "ĠBulgaria": 63292, + "Ġsuburban": 63293, + "饪": 63294, + "áĥ¢": 63295, + "æŃ¦æľ¯": 63296, + "Ġurb": 63297, + "ĠاÙĦساعÙĬÙĩ": 63298, + "ĠENG": 63299, + "Ġoscillator": 63300, + "ÑĤой": 63301, + "åľ¨åħ¨çIJĥ": 63302, + "Ġguessing": 63303, + "Ġreliably": 63304, + "kami": 63305, + "تبر": 63306, + "ä¹ĭä½ľ": 63307, + ".input": 63308, + "èĬ¥": 63309, + "ĠPCI": 63310, + "ä¸Ĭéĥ¨": 63311, + "ordable": 63312, + "Mil": 63313, + "ĠDro": 63314, + "éĺĪ": 63315, + "Ġdistinctions": 63316, + "欣æħ°": 63317, + "ĠUhr": 63318, + "Ġanalges": 63319, + 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63473, + "essive": 63474, + "Ġcolleg": 63475, + "åħ±åIJĮåĬªåĬĽ": 63476, + "Ġbourgeois": 63477, + "vider": 63478, + "Ġusable": 63479, + "Ġextrap": 63480, + "Ġcosting": 63481, + "åįĬ个æľĪ": 63482, + "+\\,": 63483, + "Ġfascinated": 63484, + "Ġaerosol": 63485, + "always": 63486, + "ĠWTO": 63487, + "Ġkost": 63488, + "æĸ°è½¦": 63489, + "ĠResil": 63490, + "[])": 63491, + "åĩĨç¡®åľ°": 63492, + "Ġscalability": 63493, + "Encoding": 63494, + "ĠSiber": 63495, + "Ġproclaimed": 63496, + "-pressure": 63497, + "ĠSignificant": 63498, + "çļĦ身ä¸Ĭ": 63499, + "Ġmettre": 63500, + "Ġinfinitely": 63501, + "åIJ¬å®Į": 63502, + "ìŀĪ": 63503, + "å°ģéĶģ": 63504, + "ĠCryptographic": 63505, + "accharides": 63506, + "ĠAgen": 63507, + "ä¸Ģ家人": 63508, + "Ġnewcom": 63509, + "Ġgenerosity": 63510, + "å¼łåĬĽ": 63511, + "Ġì²´": 63512, + "Ġcontradictory": 63513, + "çļĦåĦ¿åŃIJ": 63514, + "abas": 63515, + "éĹ®é¢ĺåĴĮ": 63516, + "Ġpaints": 63517, + "hil": 63518, + "Ġmalt": 63519, + "staff": 63520, + "åIJİ代": 63521, + "æĻĮ": 63522, + "åİŁåĪĻä¸Ĭ": 63523, + "èĥ¸éĥ¨": 63524, + "ĠSixty": 63525, + "Guard": 63526, + "ĠAthletics": 63527, + "Ġdiligence": 63528, + "RED": 63529, + "\\'": 63530, + "Ġعشر": 63531, + "orna": 63532, + "ÑĸлÑĮ": 63533, + "并ä¸Ķåľ¨": 63534, + "å£ĵåĬĽ": 63535, + "ahar": 63536, + "ÑİÑīим": 63537, + "Ġfossils": 63538, + "isé": 63539, + "oteca": 63540, + "ĠFerm": 63541, + "ä½Ĩ没æľī": 63542, + "åĻ´": 63543, + "è§Ĥåħī": 63544, + "ĠJohnston": 63545, + "ĠгÑĢÑĥппÑĭ": 63546, + "Fred": 63547, + "\\mu": 63548, + "ĠKatherine": 63549, + "ĠÙħÙħا": 63550, + "è¯ķæł·": 63551, + "ÑģÑĤвоваÑĤÑĮ": 63552, + "Ġatheros": 63553, + "Ġlandmarks": 63554, + "çĴĩ": 63555, + "inguished": 63556, + "Ġalleles": 63557, + "ĠInfection": 63558, + "é¢ĩæľī": 63559, + "Rew": 63560, + "ÑĪÑĤа": 63561, + "γÏģαÏĨ": 63562, + "Ġmisery": 63563, + "ĠSAM": 63564, + "è±ļ": 63565, + "åħ·æľīä¸Ģå®ļçļĦ": 63566, + "Ġatrial": 63567, + "å°ıæĿ¿": 63568, + "ç¬ĶçĶ»": 63569, + "chrome": 63570, + "aculture": 63571, + "åľ°å¤Ħ": 63572, + "èĢĮä¸įèĥ½": 63573, 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