{ "architectures": [ "SarvamMLAForCausalLM" ], "attention_dropout": 0.0, "attn_implementation": null, "auto_map": { "AutoConfig": "configuration_sarvam_moe.SarvamMLAConfig", "AutoModel": "modeling_sarvam_moe.SarvamMLAModel", "AutoModelForCausalLM": "modeling_sarvam_moe.SarvamMLAForCausalLM" }, "default_theta": 10000.0, "dtype": "bfloat16", "embedding_dropout": 0.0, "eos_token_id": 1, "first_k_dense_replace": 1, "head_dim": 576, "hidden_act": "silu", "hidden_size": 4096, "initializer_range": 0.006, "intermediate_size": 16384, "kv_lora_rank": 512, "max_position_embeddings": 131072, "model_type": "sarvam_mla", "moe_intermediate_size": 2048, "moe_router_enable_expert_bias": true, "num_attention_heads": 64, "num_experts": 128, "num_experts_per_tok": 8, "num_hidden_layers": 32, "num_shared_experts": 1, "output_dropout": 0.0, "output_router_logits": false, "pad_token_id": 0, "q_head_dim": 192, "qk_nope_head_dim": 128, "qk_rope_head_dim": 64, "rms_norm_eps": 1e-06, "rope_scaling": { "beta_fast": 32, "beta_slow": 1, "factor": 40, "mscale": 1.0, "mscale_all_dim": 1.0, "original_max_position_embeddings": 4096, "type": "deepseek_yarn" }, "rope_theta": 10000.0, "routed_scaling_factor": 2.5, "tie_word_embeddings": false, "transformers_version": "4.57.2", "use_cache": false, "use_qk_norm": true, "v_head_dim": 128, "vocab_size": 262144, "torch_dtype": "bfloat16", "quantization": { "routed_experts": { "format": "int4", "method": "GPTQ (damp 0.01, MSE clip search)", "symmetric": true, "group_size": 128, "scale_dtype": "float32", "packing": "uint8 [E, N, K/2]; in each 128-group byte j = elem j (low nibble) | elem j+64 (high nibble); value = nibble - 8", "calibration": "262144 tokens of Prism-format requests over multilingual Wikipedia (11 languages)" }, "other_projections": { "format": "float8_e4m3fn", "weight_scale": "per output row (absmax / 448)", "note": "unchanged from sarvamai/prism" }, "embeddings_norms": "bfloat16", "router": "float32" } }