qwen3.8-27b-p150x8 is an open-weight model from Hyunggi Chang. Its published files total 2.0 GB.
Qwen/Qwen3.8-27B served on a Tenstorrent P150x8 (8 Blackhole chips, 8-way tensor parallel) through one vLLM with speculative decoding, lossless for greedy requests: by default a hybrid of the DFlash2 block drafter (1–4 users, contexts up to 12K) and the…
Parameters—
Context—
Weights2.0 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
Qwen/Qwen3.8-27B served on a Tenstorrent P150x8 (8 Blackhole chips, 8-way tensor parallel) through one vLLM with speculative decoding, lossless for greedy requests: by default a hybrid of the DFlash2 block drafter (1–4 users, contexts up to 12K) and the checkpoint's own MTP head (5–8 users, longer contexts); up to 32 concurrent users, full sampling support, 262K context. Single-user decode ~10 ms/token on natural text (12.5 ms on random tokens) and the fastest long-prompt first token on this hardware (1.1 s at 8K, 2.0 s at 16K, 4.0 s at 32K, 21 s at 131K). The low-concurrency / long-document sibling of the prefill/decode-disaggregated changh95/qwen3.8-27b-pd4x4-p150x8 and the eight-chip…
Excerpt from the card by Hyunggi Chang.
Identity and Version
- Repository
- changh95/qwen3.8-27b-p150x8
- Publisher
- Hyunggi Chang
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- 8ad66c5772df755bba7ff3632c813f5011f1d502
- First published
- 2026-09-21
- Last updated
- 2026-09-30
Files and Weights
725 files, 2.0 GB in total.
Configuration655 files · 10.2 MB
Documentation27 files · 442.9 KB
Other41 files · 1.9 GB
Repository2 files · 3.7 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| code/models/common/auto_compose.py | Configuration | 5.9 KB | — |
| code/models/common/device_utils.py | Configuration | 1.5 KB | — |
| code/models/common/distribute_as.py | Configuration | 4.9 KB | — |
| code/models/common/generation_utils.py | Configuration | 11.4 KB | — |
| code/models/common/helper_funcs.py | Configuration | 1.2 KB | — |
| code/models/common/lightweightmodule.py | Configuration | 405 B | — |
| code/models/common/llama_models.py | Configuration | 7.0 KB | — |
| code/models/common/llm_runtime/config.py | Configuration | 5.8 KB | — |
| code/models/common/llm_runtime/decode.py | Configuration | 40.2 KB | — |
| code/models/common/llm_runtime/execution.py | Configuration | 29.4 KB | — |
| code/models/common/llm_runtime/lane_group.py | Configuration | 36.0 KB | — |
| code/models/common/llm_runtime/output_reader.py | Configuration | 8.7 KB | — |
| code/models/common/llm_runtime/paged_kv_cache.py | Configuration | 16.7 KB | — |
| code/models/common/llm_runtime/prefill/config.py | Configuration | 12.0 KB | — |
| code/models/common/llm_runtime/prefill/inputs.py | Configuration | 14.0 KB | — |
| code/models/common/llm_runtime/prefill/plan.py | Configuration | 20.6 KB | — |
| code/models/common/llm_runtime/prefill/postprocess.py | Configuration | 12.9 KB | — |
| code/models/common/llm_runtime/prefill/result_collector.py | Configuration | 7.8 KB | — |
| code/models/common/llm_runtime/prefill/runtime.py | Configuration | 15.1 KB | — |
| code/models/common/llm_runtime/prefill/sampling_helpers.py | Configuration | 3.4 KB | — |
| code/models/common/llm_runtime/prefill/sequence_runner.py | Configuration | 5.5 KB | — |
| code/models/common/llm_runtime/prefill/signatures.py | Configuration | 5.9 KB | — |
| code/models/common/llm_runtime/prefill/trace.py | Configuration | 11.7 KB | — |
| code/models/common/llm_runtime/program_compiler.py | Configuration | 12.2 KB | — |
| code/models/common/llm_runtime/tensor_resources.py | Configuration | 3.5 KB | — |
| code/models/common/llm_runtime/trace_compiler.py | Configuration | 18.2 KB | — |
| code/models/common/llm_runtime/vllm_adapter.py | Configuration | 14.6 KB | — |
| code/models/common/llm_runtime/warmup.py | Configuration | 33.0 KB | — |
| code/models/common/metrics.py | Configuration | 20.3 KB | — |
| code/models/common/model_capabilities.py | Configuration | 3.2 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/__init__.py | Configuration | 1.3 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/executor.py | Configuration | 27.1 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/generator.py | Configuration | 18.0 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/hf_adaptor.py | Configuration | 13.0 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/model.py | Configuration | 46.8 KB | — |
| code/models/common/models/deepseek_r1_distill_qwen_14b/weight_utils.py | Configuration | 8.8 KB | — |
| code/models/common/models/llama32_1b/__init__.py | Configuration | 785 B | — |
| code/models/common/models/llama32_1b/executor.py | Configuration | 26.6 KB | — |
| code/models/common/models/llama32_1b/generator.py | Configuration | 17.5 KB | — |
| code/models/common/models/llama32_1b/hf_adaptor.py | Configuration | 10.5 KB | — |
| code/models/common/models/llama32_1b/model.py | Configuration | 45.0 KB | — |
| code/models/common/models/llama32_1b/weight_utils.py | Configuration | 3.9 KB | — |
| code/models/common/models/llama32_3b/__init__.py | Configuration | 785 B | — |
| code/models/common/models/llama32_3b/executor.py | Configuration | 26.6 KB | — |
| code/models/common/models/llama32_3b/generator.py | Configuration | 17.5 KB | — |
| code/models/common/models/llama32_3b/hf_adaptor.py | Configuration | 10.6 KB | — |
| code/models/common/models/llama32_3b/model.py | Configuration | 44.6 KB | — |
| code/models/common/models/llama32_3b/weight_utils.py | Configuration | 7.0 KB | — |
| code/models/common/models/llama33_70b/__init__.py | Configuration | 1.6 KB | — |
| code/models/common/models/llama33_70b/executor.py | Configuration | 27.1 KB | — |
| code/models/common/models/llama33_70b/generator.py | Configuration | 18.8 KB | — |
| code/models/common/models/llama33_70b/hf_adaptor.py | Configuration | 11.5 KB | — |
| code/models/common/models/llama33_70b/model.py | Configuration | 45.8 KB | — |
| code/models/common/models/llama33_70b/weight_utils.py | Configuration | 7.0 KB | — |
| code/models/common/models/llama3_8b/executor.py | Configuration | 24.0 KB | — |
| code/models/common/models/llama3_8b/generator.py | Configuration | 17.5 KB | — |
| code/models/common/models/llama3_8b/hf_adaptor.py | Configuration | 19.5 KB | — |
| code/models/common/models/llama3_8b/model.py | Configuration | 69.4 KB | — |
| code/models/common/models/mistral_7b/__init__.py | Configuration | 1.2 KB | — |
| code/models/common/models/mistral_7b/executor.py | Configuration | 26.9 KB | — |
| code/models/common/models/mistral_7b/generator.py | Configuration | 17.7 KB | — |
| code/models/common/models/mistral_7b/hf_adaptor.py | Configuration | 12.8 KB | — |
| code/models/common/models/mistral_7b/model.py | Configuration | 38.4 KB | — |
| code/models/common/models/mistral_7b/weight_utils.py | Configuration | 7.1 KB | — |
| code/models/common/models/phi4/__init__.py | Configuration | 1.1 KB | — |
| code/models/common/models/phi4/executor.py | Configuration | 26.8 KB | — |
| code/models/common/models/phi4/generator.py | Configuration | 17.6 KB | — |
| code/models/common/models/phi4/hf_adaptor.py | Configuration | 12.6 KB | — |
| code/models/common/models/phi4/model.py | Configuration | 38.0 KB | — |
| code/models/common/models/phi4/weight_utils.py | Configuration | 9.2 KB | — |
| code/models/common/models/qwen25_72b/__init__.py | Configuration | 1.2 KB | — |
| code/models/common/models/qwen25_72b/executor.py | Configuration | 21.6 KB | — |
| code/models/common/models/qwen25_72b/generator.py | Configuration | 13.7 KB | — |
| code/models/common/models/qwen25_72b/hf_adaptor.py | Configuration | 13.4 KB | — |
| code/models/common/models/qwen25_72b/model.py | Configuration | 50.9 KB | — |
| code/models/common/models/qwen25_72b/weight_utils.py | Configuration | 9.0 KB | — |
| code/models/common/models/qwen25_72b/weights.py | Configuration | 383 B | — |
| code/models/common/models/qwen25_7b/__init__.py | Configuration | 923 B | — |
| code/models/common/models/qwen25_7b/executor.py | Configuration | 26.8 KB | — |
| code/models/common/models/qwen25_7b/generator.py | Configuration | 17.6 KB | — |
| code/models/common/models/qwen25_7b/hf_adaptor.py | Configuration | 11.1 KB | — |
| code/models/common/models/qwen25_7b/model.py | Configuration | 47.4 KB | — |
| code/models/common/models/qwen25_7b/weight_utils.py | Configuration | 8.6 KB | — |
| code/models/common/models/qwen25_coder_32b/__init__.py | Configuration | 1.6 KB | — |
| code/models/common/models/qwen25_coder_32b/demo.py | Configuration | 23.8 KB | — |
| code/models/common/models/qwen25_coder_32b/executor.py | Configuration | 23.9 KB | — |
| code/models/common/models/qwen25_coder_32b/generator.py | Configuration | 13.9 KB | — |
| code/models/common/models/qwen25_coder_32b/hf_adaptor.py | Configuration | 13.5 KB | — |
| code/models/common/models/qwen25_coder_32b/model.py | Configuration | 57.4 KB | — |
| code/models/common/models/qwen25_coder_32b/weight_utils.py | Configuration | 8.8 KB | — |
| code/models/common/models/qwen2_7b/__init__.py | Configuration | 895 B | — |
| code/models/common/models/qwen2_7b/executor.py | Configuration | 26.8 KB | — |
| code/models/common/models/qwen2_7b/generator.py | Configuration | 17.6 KB | — |
| code/models/common/models/qwen2_7b/hf_adaptor.py | Configuration | 11.1 KB | — |
| code/models/common/models/qwen2_7b/model.py | Configuration | 48.4 KB | — |
| code/models/common/models/qwen2_7b/weight_utils.py | Configuration | 8.6 KB | — |
| code/models/common/models/qwen3_32b/__init__.py | Configuration | 896 B | — |
| code/models/common/models/qwen3_32b/demo.py | Configuration | 23.7 KB | — |
| code/models/common/models/qwen3_32b/executor.py | Configuration | 24.1 KB | — |
| code/models/common/models/qwen3_32b/generator.py | Configuration | 13.7 KB | — |
| code/models/common/models/qwen3_32b/hf_adaptor.py | Configuration | 10.3 KB | — |
| code/models/common/models/qwen3_32b/model.py | Configuration | 52.4 KB | — |
| code/models/common/models/qwen3_32b/weight_utils.py | Configuration | 11.0 KB | — |
| code/models/common/modules/attention/attention_1d.py | Configuration | 112.8 KB | — |
| code/models/common/modules/embedding/embedding_1d.py | Configuration | 9.7 KB | — |
| code/models/common/modules/lazy_buffer.py | Configuration | 7.0 KB | — |
| code/models/common/modules/lazy_weight.py | Configuration | 13.5 KB | — |
| code/models/common/modules/lm_head/lm_head_1d.py | Configuration | 15.0 KB | — |
| code/models/common/modules/mlp/mlp_1d.py | Configuration | 44.3 KB | — |
| code/models/common/modules/mlp/mlp_2d.py | Configuration | 33.3 KB | — |
| code/models/common/modules/moe/configs/deepseek_ocr.yaml | Configuration | 934 B | — |
| code/models/common/modules/moe/configs/deepseek_v3.yaml | Configuration | 740 B | — |
| code/models/common/modules/moe/configs/deepseek_v3_single_glx.yaml | Configuration | 739 B | — |
| code/models/common/modules/moe/configs/deepseek_v4_flash.yaml | Configuration | 1.1 KB | — |
| code/models/common/modules/moe/configs/deepseek_v4_pro.yaml | Configuration | 1.1 KB | — |
| code/models/common/modules/moe/configs/gemma_4_26b.yaml | Configuration | 1.7 KB | — |
| code/models/common/modules/moe/configs/glm5.yaml | Configuration | 935 B | — |
| code/models/common/modules/moe/configs/glm_47.yaml | Configuration | 1.1 KB | — |
| code/models/common/modules/moe/configs/gpt_oss.yaml | Configuration | 1.2 KB | — |
| code/models/common/modules/moe/configs/kimi_k25.yaml | Configuration | 968 B | — |
| code/models/common/modules/moe/configs/ling_1t.yaml | Configuration | 834 B | — |
| code/models/common/modules/moe/configs/mistral_large_3.yaml | Configuration | 846 B | — |
| code/models/common/modules/moe/configs/qwen35_35b.yaml | Configuration | 814 B | — |
| code/models/common/modules/moe/configs/qwen35_397b.yaml | Configuration | 1.1 KB | — |
| code/models/common/modules/moe/configs/qwen3_235b.yaml | Configuration | 970 B | — |
| code/models/common/modules/moe/configs/qwen3_omni_talker.yaml | Configuration | 1.1 KB | — |
| code/models/common/modules/moe/configs/qwen3_omni_thinker.yaml | Configuration | 986 B | — |
| code/models/common/modules/moe/tt_moe_decode.py | Configuration | 47.0 KB | — |
| code/models/common/modules/moe/tt_moe_decode_config.py | Configuration | 35.4 KB | — |
| code/models/common/modules/moe/tt_moe_decode_config_schemas.py | Configuration | 4.1 KB | — |
| code/models/common/modules/moe/tt_moe_gate.py | Configuration | 49.3 KB | — |
| code/models/common/modules/moe/tt_moe_gate_config.py | Configuration | 5.2 KB | — |
| code/models/common/modules/rmsnorm/rmsnorm_1d.py | Configuration | 26.1 KB | — |
| code/models/common/modules/rmsnorm/rmsnorm_2d.py | Configuration | 18.7 KB | — |
| code/models/common/modules/rope/rope_1d.py | Configuration | 19.4 KB | — |
| code/models/common/modules/sampling/penalties_1d.py | Configuration | 24.2 KB | — |
| code/models/common/modules/sampling/sampling_1d.py | Configuration | 36.2 KB | — |
| code/models/common/modules/tt_ccl.py | Configuration | 6.9 KB | — |
| code/models/common/reference_rope.py | Configuration | 3.2 KB | — |
| code/models/common/rmsnorm.py | Configuration | 10.7 KB | — |
| code/models/common/sampling/__init__.py | Configuration | 941 B | — |
| code/models/common/sampling/_utils.py | Configuration | 1.3 KB | — |
| code/models/common/sampling/generator.py | Configuration | 50.2 KB | — |
| code/models/common/sampling/sampling_params.py | Configuration | 731 B | — |
| code/models/common/sampling/tt_log_probs.py | Configuration | 34.6 KB | — |
| code/models/common/sampling/tt_penalties.py | Configuration | 19.2 KB | — |
| code/models/common/sampling/tt_sampling.py | Configuration | 60.9 KB | — |
| code/models/common/sampling/vocab_padding.py | Configuration | 5.6 KB | — |
| code/models/common/tensor_utils.py | Configuration | 8.1 KB | — |
| code/models/common/tests/conftest.py | Configuration | 13.6 KB | — |
| code/models/common/tests/demos/cleanup_utils.py | Configuration | 3.1 KB | — |
| code/models/common/tests/demos/deepseek_r1_distill_qwen_14b/__init__.py | Configuration | 94 B | — |
| code/models/common/tests/demos/deepseek_r1_distill_qwen_14b/demo.py | Configuration | 63.2 KB | — |
| code/models/common/tests/demos/deepseek_r1_distill_qwen_14b/generate_book_refpt.py | Configuration | 6.0 KB | — |
| code/models/common/tests/demos/llama32_1b/__init__.py | Configuration | 91 B | — |
| code/models/common/tests/demos/llama32_1b/demo.py | Configuration | 52.8 KB | — |
| code/models/common/tests/demos/llama32_3b/__init__.py | Configuration | 91 B | — |
| code/models/common/tests/demos/llama32_3b/demo.py | Configuration | 53.2 KB | — |
| code/models/common/tests/demos/llama33_70b/__init__.py | Configuration | 91 B | — |
| code/models/common/tests/demos/llama33_70b/demo.py | Configuration | 44.6 KB | — |
| code/models/common/tests/demos/llama3_8b/demo.py | Configuration | 40.7 KB | — |
| code/models/common/tests/demos/llama3_8b/demo_utils.py | Configuration | 4.7 KB | — |
| code/models/common/tests/demos/llama3_8b/sample_prompts/input_data_questions_prefill_128.json | Configuration | 12.6 KB | — |
| code/models/common/tests/demos/mistral_7b/demo.py | Configuration | 54.8 KB | — |
| code/models/common/tests/demos/phi4/__init__.py | Configuration | 94 B | — |
| code/models/common/tests/demos/phi4/demo.py | Configuration | 58.9 KB | — |
| code/models/common/tests/demos/qwen25_72b/demo.py | Configuration | 58.2 KB | — |
| code/models/common/tests/demos/qwen25_72b/generate_controlled_refpt.py | Configuration | 6.9 KB | — |
| code/models/common/tests/demos/qwen25_7b/demo.py | Configuration | 65.1 KB | — |
| code/models/common/tests/demos/qwen25_coder_32b/demo.py | Configuration | 58.5 KB | — |
| code/models/common/tests/demos/qwen2_7b/__init__.py | Configuration | 91 B | — |
| code/models/common/tests/demos/qwen2_7b/demo.py | Configuration | 64.2 KB | — |
| code/models/common/tests/demos/qwen2_7b/generate_controlled_refpt.py | Configuration | 5.4 KB | — |
| code/models/common/tests/demos/qwen3_32b/demo.py | Configuration | 62.6 KB | — |
| code/models/common/tests/demos/run_helpers.py | Configuration | 30.6 KB | — |
| code/models/common/tests/demos/test_cleanup_utils.py | Configuration | 5.6 KB | — |
| code/models/common/tests/demos/test_run_helpers.py | Configuration | 14.6 KB | — |
| code/models/common/tests/host/test_metrics_pytorch_only.py | Configuration | 2.5 KB | — |
| code/models/common/tests/host/test_utility_functions_imports.py | Configuration | 1.3 KB | — |
| code/models/common/tests/llm_runtime/test_config.py | Configuration | 4.5 KB | — |
| code/models/common/tests/llm_runtime/test_decode_runtime.py | Configuration | 24.8 KB | — |
| code/models/common/tests/llm_runtime/test_execution.py | Configuration | 31.8 KB | — |
| code/models/common/tests/llm_runtime/test_executor_integration.py | Configuration | 58.5 KB | — |
| code/models/common/tests/llm_runtime/test_lane_group.py | Configuration | 34.7 KB | — |
| code/models/common/tests/llm_runtime/test_llama3_8b_integration.py | Configuration | 33.1 KB | — |
| code/models/common/tests/llm_runtime/test_llama3_8b_model_contract.py | Configuration | 12.6 KB | — |
| code/models/common/tests/llm_runtime/test_model_contract.py | Configuration | 36.1 KB | — |
| code/models/common/tests/llm_runtime/test_output_reader.py | Configuration | 7.1 KB | — |
| code/models/common/tests/llm_runtime/test_paged_kv_cache.py | Configuration | 14.3 KB | — |
| code/models/common/tests/llm_runtime/test_prefill_inputs.py | Configuration | 5.9 KB | — |
| code/models/common/tests/llm_runtime/test_prefill_runtime.py | Configuration | 102.0 KB | — |
| code/models/common/tests/llm_runtime/test_program_compiler.py | Configuration | 9.2 KB | — |
| code/models/common/tests/llm_runtime/test_tensor_resources.py | Configuration | 2.3 KB | — |
| code/models/common/tests/llm_runtime/test_trace_compiler.py | Configuration | 17.8 KB | — |
| code/models/common/tests/llm_runtime/test_vllm_adapter.py | Configuration | 31.4 KB | — |
| code/models/common/tests/llm_runtime/test_warmup.py | Configuration | 36.4 KB | — |
| code/models/common/tests/models/deepseek_r1_distill_qwen_14b/test_demo_contract.py | Configuration | 17.6 KB | — |
| code/models/common/tests/models/deepseek_r1_distill_qwen_14b/test_hf_adaptor.py | Configuration | 11.2 KB | — |
| code/models/common/tests/models/deepseek_r1_distill_qwen_14b/test_prefill_last_token_contract.py | Configuration | 2.5 KB | — |
| code/models/common/tests/models/llama32_1b/test_batched_prefill_postprocess.py | Configuration | 3.3 KB | — |
| code/models/common/tests/models/llama32_1b/test_demo_warmup.py | Configuration | 5.2 KB | — |
| code/models/common/tests/models/llama32_1b/test_hf_adaptor.py | Configuration | 10.0 KB | — |
| code/models/common/tests/models/llama32_3b/test_batched_prefill_postprocess.py | Configuration | 3.3 KB | — |
| code/models/common/tests/models/llama32_3b/test_demo_warmup.py | Configuration | 8.3 KB | — |
| code/models/common/tests/models/llama32_3b/test_hf_adaptor.py | Configuration | 11.8 KB | — |
| code/models/common/tests/models/llama33_70b/logits_oracle.py | Configuration | 5.9 KB | — |
| code/models/common/tests/models/llama33_70b/test_demo_contract.py | Configuration | 5.9 KB | — |
| code/models/common/tests/models/llama33_70b/test_hf_adaptor.py | Configuration | 11.4 KB | — |
| code/models/common/tests/models/llama33_70b/test_logits_oracle.py | Configuration | 3.2 KB | — |
| code/models/common/tests/models/llama33_70b/test_t3k_batched_prefill_correctness.py | Configuration | 28.5 KB | — |
| code/models/common/tests/models/mistral_7b/test_demo_contract.py | Configuration | 10.0 KB | — |
| code/models/common/tests/models/mistral_7b/test_hf_adaptor.py | Configuration | 6.4 KB | — |
| code/models/common/tests/models/mistral_7b/test_prefill_last_token_contract.py | Configuration | 2.3 KB | — |
| code/models/common/tests/models/phi4/test_demo_contract.py | Configuration | 14.9 KB | — |
| code/models/common/tests/models/phi4/test_hf_adaptor.py | Configuration | 7.5 KB | — |
| code/models/common/tests/models/qwen25_72b/test_demo_contract.py | Configuration | 5.5 KB | — |
| code/models/common/tests/models/qwen25_72b/test_hf_adaptor.py | Configuration | 6.9 KB | — |
| code/models/common/tests/models/qwen25_72b/test_model_runtime_surface.py | Configuration | 5.2 KB | — |
| code/models/common/tests/models/qwen25_7b/test_demo_contract.py | Configuration | 16.2 KB | — |
| code/models/common/tests/models/qwen25_7b/test_hf_adaptor.py | Configuration | 10.2 KB | — |
| code/models/common/tests/models/qwen25_coder_32b/test_demo_contract.py | Configuration | 4.4 KB | — |
| code/models/common/tests/models/qwen25_coder_32b/test_hf_adaptor.py | Configuration | 7.0 KB | — |
| code/models/common/tests/models/qwen25_coder_32b/test_model_runtime_surface.py | Configuration | 5.2 KB | — |
| code/models/common/tests/models/qwen2_7b/test_demo_contract.py | Configuration | 16.1 KB | — |
| code/models/common/tests/models/qwen2_7b/test_hf_adaptor.py | Configuration | 10.1 KB | — |
| code/models/common/tests/models/qwen3_32b/test_demo_contract.py | Configuration | 5.6 KB | — |
| code/models/common/tests/models/qwen3_32b/test_hf_adaptor.py | Configuration | 4.4 KB | — |
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License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
Download from Hyunggi Chang
Released by Hyunggi Chang through its official repository on Hugging Face.