GLiDE v1.2 (fastino/GLiDE d199b6d) MLX 8-bit: weights, card, Fastino Community License files

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

LICENSE

@@ -0,0 +1,39 @@
+Fastino Community License
+
+Copyright (c) 2026 Fastino Inc.
+
+GLiDE is a modified version of Qwen3.8-27B, developed by Alibaba Cloud and licensed under the Apache License, Version 2.0. Qwen3.8-27B and any other third-party components included with the Software remain subject to their original licenses, and nothing in this license limits any rights granted under those licenses. This license applies only to the modifications, model weights, and other contributions made by Fastino Inc.
+
+This license applies to versions of the Software first released by Fastino Inc. on or after September 30, 2026.
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of the GLiDE model, including its weights and associated software and documentation (the "Software"), to deal in the Software, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or provide copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
+
+1. The above copyright notice and this permission notice, together with a copy of the Apache License, Version 2.0 and all copyright and NOTICE files accompanying Qwen3.8-27B, shall be included in all copies or substantial portions of the Software.
+
+2. If the Software (or any Derivative Work thereof) is used in Production for any Commercial Use by an entity whose Annual Revenue exceeds 10,000,000 US dollars (or the equivalent in other currencies), such entity shall obtain a separate written commercial agreement from Fastino Inc. by contacting hello@fastino.ai with the subject line "GLiDE licensing: commercial agreement request".
+
+3. Annual Revenue is measured over the preceding twelve (12) months and reassessed at the end of each fiscal quarter. An entity that first exceeds the threshold in Section 2 while already using the Software in Production may continue such use for ninety (90) days after the end of the quarter in which the threshold was exceeded, during which it shall request a commercial agreement. If no commercial agreement is in place at the end of that period, the entity's right to use the Software in Production for Commercial Use terminates.
+
+4. If the Software (or any Derivative Work thereof) is used for any Commercial Use, you shall prominently display "Built with Fastino GLiDE" on a related website, user interface, about page, or product documentation.
+
+5. If you create, distribute, or otherwise make available any Derivative Work:
+
+   a. you shall include a copy of this license with such Derivative Work;
+
+   b. you shall distribute such Derivative Work only under the terms of this license, and any recipient or user of such Derivative Work shall be bound by Sections 2 through 4 as a condition of its use; and
+
+   c. Sections 2 through 4 shall apply to any use of a Derivative Work, regardless of whether such Derivative Work was created, modified, or hosted by you or by a third party.
+
+6. For purposes of this license:
+
+   a. "Commercial Use" means any use of the Software or any Derivative Work that is primarily intended for commercial advantage or monetary compensation, including without limitation: (i) offering products or services to third parties for a fee which utilize, incorporate, or rely on the Software or its Derivative Works; (ii) the commercial use of APIs provided by or for the Software or its Derivative Works, whether in a cloud-based, hosted, or other similar environment; and (iii) the use of the Software or its Derivative Works in the internal operations of a for-profit entity.
+
+   b. "Production" means any deployment of the Software or a Derivative Work that serves end users, customers, or employees, or supports business operations, whether offered for a fee or free of charge, including internal tools and customer-facing services. Production does not include evaluation, testing, benchmarking, or research, or a pilot lasting no more than ninety (90) days that does not serve paying customers.
+
+   c. "Annual Revenue" means the aggregate, consolidated gross revenue of an entity and all of its Affiliates over the preceding twelve (12) months.
+
+   d. "Affiliate" means any entity that directly or indirectly controls, is controlled by, or is under common control with another entity, where "control" means ownership of more than fifty percent (50%) of the voting interests of an entity or the power to direct its management and policies.
+
+   e. "Derivative Work" means any modification of, or work based on, the Software, including without limitation fine-tuned, instruction-tuned, merged, quantized, or pruned versions of its model weights, and any model distilled using its model weights.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

NOTICE

@@ -0,0 +1,12 @@
+GLiDE
+Developed by Fastino Inc.
+https://fastino.ai
+https://huggingface.co/fastino/GLiDE
+
+GLiDE is a modified version of Qwen3.8-27B developed by Alibaba Cloud.
+Fastino modified the base model for decision modeling. Fastino contributions
+are subject to the Fastino Community License in LICENSE.
+
+Qwen3.8-27B: Copyright 2026 Alibaba Cloud.
+The original upstream license is preserved in licenses/Qwen3.8-27B-LICENSE.
+Qwen and other third-party components remain subject to their original licenses.

README.md

@@ -0,0 +1,64 @@
+---
+license: other
+license_name: fastino-community
+license_link: LICENSE
+base_model: fastino/GLiDE
+base_model_relation: quantized
+library_name: mlx
+pipeline_tag: image-text-to-text
+tags: [mlx, decision-model, decision-making, calibration, jevbench, qwen3_5, apple-silicon, glide]
+---
+# GLiDE — MLX 8-bit
+
+An 8-bit MLX conversion (affine, group size 64) of [fastino/GLiDE](https://huggingface.co/fastino/GLiDE) (GLiDE v1.2, revision `d199b6d`), Fastino's decision model built on Qwen3.8-27B, for Apple Silicon. 28.2 GB of weights.
+
+**Built with Fastino GLiDE.** Published by [NetProjects](https://netprojects.com) (Internet Projects Ltd). Not affiliated with Fastino.
+
+GLiDE is a **decision model**, not a chat model. Give it a state (text, JSON or images) and typed questions (`choice`, `noul` for yes / no, `score`) and it returns a probability for every option, in one forward pass per question. Nothing is generated.
+
+> **Serve it with [glide-mlx](https://github.com/internet-projects/glide-mlx), not with `mlx_lm.server` or a plain `mlx_vlm` generate call.** GLiDE reads its answer from a separate 255-way readout (`readout.safetensors`) and lets its full-attention layers read the whole prompt in both directions; generic MLX snippets do neither.
+
+## Results (MacBook Pro M5 Max, 128 GB, 29 October 2026)
+
+| | this checkpoint |
+|---|---|
+| Same top answer as Fastino's own PyTorch code (bf16) | **202 / 204** questions; probability difference mean 0.002 |
+| Same top answer as the original weights on MLX (bf16) | **204 / 204** |
+| JevBench public (231, JevBench v1.2.1, `--adapter typesafe`) | **215 / 231** (easy 48/48 · standard 72/72 · hard 95/111) |
+| Time per JevBench item (prompts up to about 4K tokens) | 0.74 s median |
+
+The two answers that differ from Fastino's code are near-ties in the reference itself (top-two margin 0.018 and 0.000). The comparison set has 72 requests with 204 questions: text and JSON states of 30 to 1,500 words, 12 image requests, and all three question types. Practically identical to the original weights; the recommended MLX build.
+
+## What is kept as in the original
+
+- **Reading:** the 16 full-attention layers see the whole prompt (no causal mask), the 48 Gated DeltaNet layers keep their recurrence, as GLiDE's `noncausal_full_attention`.
+- **Answer:** the last token's hidden state goes through GLiDE's 255-way readout, kept at its original precision; softmax over the options at the temperature in `decision_config.json`.
+- **Prompts and images:** GLiDE's own `prompt.py` and `images.py`, unchanged; the vision encoder stays at its original precision.
+- **API:** the same `POST /v1/systemone` request and response format as GLiDE's server.
+
+## Use
+
+```bash
+git clone https://github.com/internet-projects/glide-mlx && cd glide-mlx
+uv venv --python 3.12 .venv && uv pip install --python .venv/bin/python -r requirements.txt
+hf download netprojects/GLiDE-mlx-8bit --local-dir glide-mlx-8bit
+.venv/bin/python -m glide_mlx.server --model glide-mlx-8bit --port 8790    # http://127.0.0.1:8790/v1/systemone
+```
+
+```bash
+curl -s localhost:8790/v1/systemone -H 'Content-Type: application/json' -d '{
+  "state": "Order 123 arrived broken and the customer wants their money back.",
+  "questions": {"intent": {"type": "choice", "instructions": "What does the customer want?",
+                           "criteria": {"refund": "A refund", "exchange": "An exchange", "info": "Information"}},
+                "angry": {"type": "noul", "instructions": "Is the customer angry?"}}}'
+```
+
+Python: `from glide_mlx import GlideMLX; g = GlideMLX.from_pretrained("glide-mlx-8bit"); g.decide(state, questions)`.
+
+**Smaller:** [netprojects/GLiDE-mlx-4bit](https://huggingface.co/netprojects/GLiDE-mlx-4bit) (15.3 GB). **Full precision:** the original [fastino/GLiDE](https://huggingface.co/fastino/GLiDE) folder loads directly with the same code.
+
+## License
+
+GLiDE is licensed under the **Fastino Community License** (`LICENSE`, `NOTICE`, `licenses/Qwen3.8-27B-LICENSE` are included). This conversion is a Derivative Work under that license and is distributed under the same terms. In short: commercial use requires displaying "Built with Fastino GLiDE" (section 4), and production commercial use by an entity with annual revenue above USD 10 million requires a separate agreement with Fastino (sections 2–3). Read the license for the full terms.
+
+Credits: Fastino (GLiDE), Qwen team (Qwen3.8-27B, Apache-2.0), MLX and mlx-vlm. Conversion by Paris Michalas, Partner at [NetProjects](https://netprojects.com). Not affiliated with Fastino.

chat_template.jinja

@@ -0,0 +1,170 @@
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain images.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+            {%- elif 'video' in item or item.type == 'video' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain videos.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Video ' ~ video_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+            {%- elif 'text' in item %}
+                {{- item.text }}
+            {%- else %}
+                {{- raise_exception('Unexpected item type in content.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- set reasoning_instructions = '' %}
+{%- if enable_thinking is undefined or enable_thinking is true %}
+    {%- set resolved_reasoning_effort = reasoning_effort|default('xhigh') %}
+    {%- if resolved_reasoning_effort not in ('xhigh', 'medium', 'low') %}
+        {{- raise_exception('Unexpected reasoning effort ' ~ reasoning_effort ~ '. Supported types are xhigh (default), medium, and low.') }}
+    {%- endif %}
+    {%- if resolved_reasoning_effort == 'xhigh' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}
+    {%- elif resolved_reasoning_effort == 'low' %}
+        {%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}
+    {%- endif %}
+{%- endif %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {%- if reasoning_instructions %}
+        {{- reasoning_instructions + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>" }}
+    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '\n\n' + content }}
+        {%- endif %}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '')  + content + '<|im_end|>\n' }}
+        {%- elif reasoning_instructions %}
+            {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
+        {%- endif %}
+    {%- elif reasoning_instructions %}
+        {{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- 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" %}
+        {%- set content = render_content(message.content, false)|trim %}
+        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
+            {%- set ns.multi_step_tool = false %}
+            {%- set ns.last_query_index = index %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if ns.multi_step_tool %}
+    {{- raise_exception('No user query found in messages.') }}
+{%- endif %}
+{%- for message in messages %}
+    {%- set content = render_content(message.content, true)|trim %}
+    {%- if message.role == "system" %}
+        {%- if not loop.first %}
+            {{- raise_exception('System message must be at the beginning.') }}
+        {%- endif %}
+    {%- elif message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if preserve_thinking is undefined or preserve_thinking is true or loop.index0 > ns.last_query_index %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if tool_call.function is defined %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {%- if loop.first %}
+                    {%- if content|trim %}
+                        {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- else %}
+                        {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- endif %}
+                {%- else %}
+                    {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                {%- endif %}
+                {%- if tool_call.arguments is defined and tool_call.arguments != '' %}
+                    {%- for args_name, args_value in tool_call.arguments|items %}
+                        {{- '<parameter=' + args_name + '>\n' }}
+                        {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}
+                        {{- args_value }}
+                        {{- '\n</parameter>\n' }}
+                    {%- endfor %}
+                {%- endif %}
+                {{- '</function>\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if not loop.last and loop.nextitem.role != "tool" %}
+            {{- '<|im_end|>\n' }}
+        {%- elif loop.last %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- else %}
+        {{- raise_exception('Unexpected message role.') }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}

config.json

@@ -0,0 +1,159 @@
+{
+  "architectures": [
+    "Qwen3_5ForConditionalGeneration"
+  ],
+  "glide_mlx": {
+    "source": "fastino/GLiDE",
+    "revision": "d199b6d7e04523d87986b8b68cd62272ed1cefc0",
+    "bits": 8,
+    "attn_bits": null,
+    "gate_bits": null,
+    "embed_bits": null,
+    "kept_original_precision": [
+      "vision encoder",
+      "norms",
+      "DeltaNet conv1d/A_log/dt_bias",
+      "readout"
+    ]
+  },
+  "image_token_id": 248056,
+  "language_model_only": false,
+  "model_type": "qwen3_5",
+  "quantization": {
+    "group_size": 64,
+    "bits": 8,
+    "mode": "affine"
+  },
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "attn_output_gate": true,
+    "bos_token_id": 248044,
+    "dtype": "bfloat16",
+    "eos_token_id": 248044,
+    "full_attention_interval": 4,
+    "head_dim": 256,
+    "hidden_act": "silu",
+    "hidden_size": 5120,
+    "initializer_range": 0.02,
+    "intermediate_size": 17408,
+    "layer_types": [
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention",
+      "linear_attention",
+      "linear_attention",
+      "linear_attention",
+      "full_attention"
+    ],
+    "linear_conv_kernel_dim": 4,
+    "linear_key_head_dim": 128,
+    "linear_num_key_heads": 16,
+    "linear_num_value_heads": 48,
+    "linear_value_head_dim": 128,
+    "mamba_ssm_dtype": "float32",
+    "max_position_embeddings": 262144,
+    "model_type": "qwen3_5_text",
+    "mtp_num_hidden_layers": 1,
+    "mtp_use_dedicated_embeddings": false,
+    "num_attention_heads": 24,
+    "num_hidden_layers": 64,
+    "num_key_value_heads": 4,
+    "output_gate_type": "swish",
+    "pad_token_id": null,
+    "partial_rotary_factor": 0.25,
+    "rms_norm_eps": 1e-06,
+    "rope_parameters": {
+      "mrope_interleaved": true,
+      "mrope_section": [
+        11,
+        11,
+        10
+      ],
+      "partial_rotary_factor": 0.25,
+      "rope_theta": 10000000,
+      "rope_type": "default"
+    },
+    "tie_word_embeddings": false,
+    "use_cache": true,
+    "vocab_size": 248320
+  },
+  "tie_word_embeddings": false,
+  "transformers_version": "5.8.0.dev0",
+  "video_token_id": 248057,
+  "vision_config": {
+    "deepstack_visual_indexes": [],
+    "depth": 27,
+    "hidden_act": "gelu_pytorch_tanh",
+    "hidden_size": 1152,
+    "in_channels": 3,
+    "initializer_range": 0.02,
+    "intermediate_size": 4304,
+    "model_type": "qwen3_5",
+    "num_heads": 16,
+    "num_position_embeddings": 2304,
+    "out_hidden_size": 5120,
+    "patch_size": 16,
+    "spatial_merge_size": 2,
+    "temporal_patch_size": 2
+  },
+  "vision_end_token_id": 248054,
+  "vision_start_token_id": 248053
+}

decision_config.json

@@ -0,0 +1,522 @@
+{
+ "format_version": 1,
+ "attention_mode": "noncausal_full_attention",
+ "pooling": "last",
+ "prompt_format": "glide-v1",
+ "temperature": 1.0,
+ "image_inputs": "Images are given as state parts of type image_url (data URLs). Each image becomes <|vision_start|><|image_pad|> x n<|vision_end|> before the state text, with multimodal rotary positions, in the same single forward pass.",
+ "codes": [
+  "A",
+  "B",
+  "C",
+  "D",
+  "E",
+  "F",
+  "G",
+  "H",
+  "I",
+  "J",
+  "K",
+  "L",
+  "M",
+  "N",
+  "O",
+  "P",
+  "Q",
+  "R",
+  "S",
+  "T",
+  "U",
+  "V",
+  "W",
+  "X",
+  "Y",
+  "Z",
+  "AA",
+  "AB",
+  "AC",
+  "AD",
+  "AE",
+  "AF",
+  "AG",
+  "AH",
+  "AI",
+  "AJ",
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generation_config.json

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+{
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+  "do_sample": true,
+  "eos_token_id": [
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+    248044
+  ],
+  "pad_token_id": 248044,
+  "temperature": 1.0,
+  "top_k": 20,
+  "top_p": 0.95,
+  "transformers_version": "5.17.0"
+}

licenses/Qwen3.8-27B-LICENSE

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+
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preprocessor_config.json

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+{
+    "size": {
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+        "shortest_edge": 65536
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+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
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tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "audio_bos_token": "<|audio_start|>",
+  "audio_eos_token": "<|audio_end|>",
+  "audio_token": "<|audio_pad|>",
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "image_token": "<|image_pad|>",
+  "is_local": true,
+  "local_files_only": false,
+  "model_max_length": 262144,
+  "model_specific_special_tokens": {
+    "audio_bos_token": "<|audio_start|>",
+    "audio_eos_token": "<|audio_end|>",
+    "audio_token": "<|audio_pad|>",
+    "image_token": "<|image_pad|>",
+    "video_token": "<|video_pad|>",
+    "vision_bos_token": "<|vision_start|>",
+    "vision_eos_token": "<|vision_end|>"
+  },
+  "pad_token": "<|endoftext|>",
+  "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "video_token": "<|video_pad|>",
+  "vision_bos_token": "<|vision_start|>",
+  "vision_eos_token": "<|vision_end|>"
+}