{ "source_model": "ukisai/Swift-Qwen3.8-27b", "source_revision": "1b30aaaf753fe5c1cb51ada2ea0367a53445359c", "checkpoint": "ukisai/Swift-Qwen3.8-27b-int4-AMD", "framework": "PyTorch", "validation_hardware": "NVIDIA H100", "amd_hardware_tested": false, "versions": { "torch": "2.11.0+cu128", "transformers": "5.2.0", "amd-quark": "0.12.post1+cu128.torch2.11", "accelerate": "1.15.0", "safetensors": "0.8.0" }, "evaluation_data": { "dataset": "Salesforce/wikitext", "config": "wikitext-2-raw-v1", "split": "test", "fingerprint": "a46124b21ac53738", "windows": 8, "window_length": 512, "selection": "first 4096 tokens; small sanity check, not full benchmark", "input_sha256": "2ebdb31fd4394419aabae16a635375c8e70d306c14462051d849056893cd2b27" }, "evaluation": { "label": "int4-final-export", "nlls": [ 1.820142388343811, 2.3994803428649902, 2.3420217037200928, 2.2320547103881836, 2.1242759227752686, 2.34279727935791, 2.3792335987091064, 2.4060728549957275 ], "mean_nll": 2.2557598501443863, "perplexity": 9.542541457549426, "samples": [ { "prompt": "What is 17 multiplied by 23? Answer with only the number.", "answer": "391", "generated_tokens": 4 }, { "prompt": "Return only valid JSON with keys \"status\" set to \"ok\" and \"count\" set to 3.", "answer": "{\"status\": \"ok\", \"count\": 3}", "generated_tokens": 13 } ], "evaluation_seconds": 49.92316593322903, "scope": "8 non-overlapping 512-token Wikitext test windows; sanity check only" }, "quantization": "Quark AWQ signed INT4, symmetric groups of 128, BF16 activations", "calibration": { "dataset": "mit-han-lab/pile-val-backup", "split": "validation", "fingerprint": "fa7b9ce01fad1b22", "samples": 128, "sequence_length": 512, "selection": "first 128 rows, matching AMD's example default", "padding": "left, EOS token, matching Quark get_tokenizer", "input_sha256": "9bbae467c3c633d882fdfad4f398aea0515c211c26eafea482585ddb73995b15" }, "audit": { "tensor_bytes": 19512618464, "weight_scale_tensors": 496, "preserved_mtp_tensors": 15, "exact_preserved_tensors": 349, "mtp_tensors_already_exported": 15, "mtp_tensors_added": 0, "copied_file_sha256": { "chat_template.jinja": "c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041", "generation_config.json": "e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e", "merges.txt": "a9d356d7bdf1ef4949e3e748e95b8e10ad9d4e2e838eddc38a0a7b6b94d1db8d", "preprocessor_config.json": "27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516", "tokenizer_config.json": "b11349aafa7cdc6a320767cf7ceb29ed82f7eda5d65e8e0819e76f0ce947bf27", "video_preprocessor_config.json": "7768af27c1fafa9cc9011c1dc20067e03f8915e03b63504550e11d5066986d13", "vocab.json": "ce99b4cb2983d118806ce0a8b777a35b093e2000a503ebde25853284c9dfa003", "tokenizer.json": "0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3" } }, "round_trip_max_nll_difference": 0.0, "bf16_reference": { "label": "bf16", "nlls": [ 1.7963014841079712, 2.3732309341430664, 2.2346465587615967, 2.221674919128418, 2.0747108459472656, 2.3078770637512207, 2.3398988246917725, 2.372152090072632 ], "mean_nll": 2.215061590075493, "perplexity": 9.161973380864124, "samples": [ { "prompt": "What is 17 multiplied by 23? Answer with only the number.", "answer": "391", "generated_tokens": 4 }, { "prompt": "Return only valid JSON with keys \"status\" set to \"ok\" and \"count\" set to 3.", "answer": "{\"status\": \"ok\", \"count\": 3}", "generated_tokens": 13 } ], "evaluation_seconds": 6.864971877075732, "scope": "8 non-overlapping 512-token Wikitext test windows; sanity check only" }, "perplexity_ratio_int4_over_bf16": 1.041537784586906 }