def _get_quantizer_config()

in backends/gaudi/server/text_generation_server/utils/quantization.py [0:0]

• 67 lines of code
• 14 McCabe index (conditional complexity)

def _get_quantizer_config(model_id, revision):
    bits = 4
    groupsize = -1
    quant_method = "gptq"
    checkpoint_format = None
    sym = False
    desc_act = False
    weight_block_size = None
    modules_to_not_convert = []

    filename = "config.json"
    try:
        data = _get_config_json(model_id, revision, filename)
        # FP8 config
        if data["quantization_config"]["quant_method"] == "fbgemm_fp8":
            return _FP8QuantizerConfig(
                activation_scale_ub=data["quantization_config"]["activation_scale_ub"]
            )
        weight_block_size = data["quantization_config"].get("weight_block_size", None)

        if "zero_point" in data["quantization_config"]:
            sym = not data["quantization_config"]["zero_point"]
            quant_method = "awq"
        elif "sym" in data["quantization_config"]:
            sym = data["quantization_config"]["sym"]

        bits = data["quantization_config"]["bits"]
        groupsize = data["quantization_config"]["group_size"]
        # Order is important here, desc_act is missing on some real models
        quant_method = data["quantization_config"]["quant_method"]
        checkpoint_format = data["quantization_config"].get("checkpoint_format")
        desc_act = data["quantization_config"].get("desc_act", False)
        modules_to_not_convert = data["quantization_config"].get(
            "modules_to_not_convert", []
        )
        if modules_to_not_convert is None:
            modules_to_not_convert = []
    except Exception:
        filename = "quantize_config.json"
        try:
            data = _get_config_json(model_id, revision, filename)
            bits = data["bits"]
            groupsize = data["group_size"]

            if "zero_point" in data:
                sym = not data["zero_point"]
                quant_method = "awq"
            elif "sym" in data:
                sym = data["sym"]

            desc_act = data["desc_act"]
            if "version" in data and data["version"] == "GEMM":
                quant_method = "awq"
        except Exception:
            filename = "quant_config.json"
            try:
                data = _get_config_json(model_id, revision, filename)
                bits = data["w_bit"]
                groupsize = data["q_group_size"]
                desc_act = data["desc_act"]
                if "version" in data and data["version"] == "GEMM":
                    quant_method = "awq"
            except Exception:
                pass

    return _QuantizerConfig(
        bits=bits,
        groupsize=groupsize,
        quant_method=quant_method,
        checkpoint_format=checkpoint_format,
        sym=sym,
        desc_act=desc_act,
        weight_block_size=weight_block_size,
        modules_to_not_convert=modules_to_not_convert,
    )